{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Setup Complete\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.plotting.register_matplotlib_converters()\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "print(\"Setup Complete\")\n",
    "\n",
    "#https://seaborn.pydata.org/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Path of the file to read\n",
    "fifa_filepath = \"./data/fifa.csv\"\n",
    "\n",
    "# Read the file into a variable fifa_data\n",
    "fifa_data = pd.read_csv(fifa_filepath, index_col=\"Date\", parse_dates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ARG</th>\n",
       "      <th>BRA</th>\n",
       "      <th>ESP</th>\n",
       "      <th>FRA</th>\n",
       "      <th>GER</th>\n",
       "      <th>ITA</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1993-08-08</th>\n",
       "      <td>5.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-09-23</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-10-22</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-11-19</th>\n",
       "      <td>9.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-12-23</th>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ARG  BRA   ESP   FRA  GER  ITA\n",
       "Date                                       \n",
       "1993-08-08   5.0  8.0  13.0  12.0  1.0  2.0\n",
       "1993-09-23  12.0  1.0  14.0   7.0  5.0  2.0\n",
       "1993-10-22   9.0  1.0   7.0  14.0  4.0  3.0\n",
       "1993-11-19   9.0  4.0   7.0  15.0  3.0  1.0\n",
       "1993-12-23   8.0  3.0   5.0  15.0  1.0  2.0"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fifa_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the width and height of the figure\n",
    "plt.figure(figsize=(16,6))\n",
    "\n",
    "# Line chart showing how FIFA rankings evolved over time \n",
    "sns.lineplot(data=fifa_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AA</th>\n",
       "      <th>AS</th>\n",
       "      <th>B6</th>\n",
       "      <th>DL</th>\n",
       "      <th>EV</th>\n",
       "      <th>F9</th>\n",
       "      <th>HA</th>\n",
       "      <th>MQ</th>\n",
       "      <th>NK</th>\n",
       "      <th>OO</th>\n",
       "      <th>UA</th>\n",
       "      <th>US</th>\n",
       "      <th>VX</th>\n",
       "      <th>WN</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6.955843</td>\n",
       "      <td>-0.320888</td>\n",
       "      <td>7.347281</td>\n",
       "      <td>-2.043847</td>\n",
       "      <td>8.537497</td>\n",
       "      <td>18.357238</td>\n",
       "      <td>3.512640</td>\n",
       "      <td>18.164974</td>\n",
       "      <td>11.398054</td>\n",
       "      <td>10.889894</td>\n",
       "      <td>6.352729</td>\n",
       "      <td>3.107457</td>\n",
       "      <td>1.420702</td>\n",
       "      <td>3.389466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7.530204</td>\n",
       "      <td>-0.782923</td>\n",
       "      <td>18.657673</td>\n",
       "      <td>5.614745</td>\n",
       "      <td>10.417236</td>\n",
       "      <td>27.424179</td>\n",
       "      <td>6.029967</td>\n",
       "      <td>21.301627</td>\n",
       "      <td>16.474466</td>\n",
       "      <td>9.588895</td>\n",
       "      <td>7.260662</td>\n",
       "      <td>7.114455</td>\n",
       "      <td>7.784410</td>\n",
       "      <td>3.501363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6.693587</td>\n",
       "      <td>-0.544731</td>\n",
       "      <td>10.741317</td>\n",
       "      <td>2.077965</td>\n",
       "      <td>6.730101</td>\n",
       "      <td>20.074855</td>\n",
       "      <td>3.468383</td>\n",
       "      <td>11.018418</td>\n",
       "      <td>10.039118</td>\n",
       "      <td>3.181693</td>\n",
       "      <td>4.892212</td>\n",
       "      <td>3.330787</td>\n",
       "      <td>5.348207</td>\n",
       "      <td>3.263341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.931778</td>\n",
       "      <td>-3.009003</td>\n",
       "      <td>2.780105</td>\n",
       "      <td>0.083343</td>\n",
       "      <td>4.821253</td>\n",
       "      <td>12.640440</td>\n",
       "      <td>0.011022</td>\n",
       "      <td>5.131228</td>\n",
       "      <td>8.766224</td>\n",
       "      <td>3.223796</td>\n",
       "      <td>4.376092</td>\n",
       "      <td>2.660290</td>\n",
       "      <td>0.995507</td>\n",
       "      <td>2.996399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.173878</td>\n",
       "      <td>-1.716398</td>\n",
       "      <td>-0.709019</td>\n",
       "      <td>0.149333</td>\n",
       "      <td>7.724290</td>\n",
       "      <td>13.007554</td>\n",
       "      <td>0.826426</td>\n",
       "      <td>5.466790</td>\n",
       "      <td>22.397347</td>\n",
       "      <td>4.141162</td>\n",
       "      <td>6.827695</td>\n",
       "      <td>0.681605</td>\n",
       "      <td>7.102021</td>\n",
       "      <td>5.680777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>8.191017</td>\n",
       "      <td>-0.220621</td>\n",
       "      <td>5.047155</td>\n",
       "      <td>4.419594</td>\n",
       "      <td>13.952793</td>\n",
       "      <td>19.712951</td>\n",
       "      <td>0.882786</td>\n",
       "      <td>9.639323</td>\n",
       "      <td>35.561501</td>\n",
       "      <td>8.338477</td>\n",
       "      <td>16.932663</td>\n",
       "      <td>5.766296</td>\n",
       "      <td>5.779415</td>\n",
       "      <td>10.743462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3.870440</td>\n",
       "      <td>0.377408</td>\n",
       "      <td>5.841454</td>\n",
       "      <td>1.204862</td>\n",
       "      <td>6.926421</td>\n",
       "      <td>14.464543</td>\n",
       "      <td>2.001586</td>\n",
       "      <td>3.980289</td>\n",
       "      <td>14.352382</td>\n",
       "      <td>6.790333</td>\n",
       "      <td>10.262551</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.135773</td>\n",
       "      <td>10.504942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3.193907</td>\n",
       "      <td>2.503899</td>\n",
       "      <td>9.280950</td>\n",
       "      <td>0.653114</td>\n",
       "      <td>5.154422</td>\n",
       "      <td>9.175737</td>\n",
       "      <td>7.448029</td>\n",
       "      <td>1.896565</td>\n",
       "      <td>20.519018</td>\n",
       "      <td>5.606689</td>\n",
       "      <td>5.014041</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.106221</td>\n",
       "      <td>5.532108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-1.432732</td>\n",
       "      <td>-1.813800</td>\n",
       "      <td>3.539154</td>\n",
       "      <td>-3.703377</td>\n",
       "      <td>0.851062</td>\n",
       "      <td>0.978460</td>\n",
       "      <td>3.696915</td>\n",
       "      <td>-2.167268</td>\n",
       "      <td>8.000101</td>\n",
       "      <td>1.530896</td>\n",
       "      <td>-1.794265</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.070998</td>\n",
       "      <td>-1.336260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-0.580930</td>\n",
       "      <td>-2.993617</td>\n",
       "      <td>3.676787</td>\n",
       "      <td>-5.011516</td>\n",
       "      <td>2.303760</td>\n",
       "      <td>0.082127</td>\n",
       "      <td>0.467074</td>\n",
       "      <td>-3.735054</td>\n",
       "      <td>6.810736</td>\n",
       "      <td>1.750897</td>\n",
       "      <td>-2.456542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.254278</td>\n",
       "      <td>-0.688851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.772630</td>\n",
       "      <td>-1.916516</td>\n",
       "      <td>1.418299</td>\n",
       "      <td>-3.175414</td>\n",
       "      <td>4.415930</td>\n",
       "      <td>11.164527</td>\n",
       "      <td>-2.719894</td>\n",
       "      <td>0.220061</td>\n",
       "      <td>7.543881</td>\n",
       "      <td>4.925548</td>\n",
       "      <td>0.281064</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.116370</td>\n",
       "      <td>0.995684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4.149684</td>\n",
       "      <td>-1.846681</td>\n",
       "      <td>13.839290</td>\n",
       "      <td>2.504595</td>\n",
       "      <td>6.685176</td>\n",
       "      <td>9.346221</td>\n",
       "      <td>-1.706475</td>\n",
       "      <td>0.662486</td>\n",
       "      <td>12.733123</td>\n",
       "      <td>10.947612</td>\n",
       "      <td>7.012079</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.498720</td>\n",
       "      <td>6.720893</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             AA        AS         B6        DL         EV         F9  \\\n",
       "Month                                                                  \n",
       "1      6.955843 -0.320888   7.347281 -2.043847   8.537497  18.357238   \n",
       "2      7.530204 -0.782923  18.657673  5.614745  10.417236  27.424179   \n",
       "3      6.693587 -0.544731  10.741317  2.077965   6.730101  20.074855   \n",
       "4      4.931778 -3.009003   2.780105  0.083343   4.821253  12.640440   \n",
       "5      5.173878 -1.716398  -0.709019  0.149333   7.724290  13.007554   \n",
       "6      8.191017 -0.220621   5.047155  4.419594  13.952793  19.712951   \n",
       "7      3.870440  0.377408   5.841454  1.204862   6.926421  14.464543   \n",
       "8      3.193907  2.503899   9.280950  0.653114   5.154422   9.175737   \n",
       "9     -1.432732 -1.813800   3.539154 -3.703377   0.851062   0.978460   \n",
       "10    -0.580930 -2.993617   3.676787 -5.011516   2.303760   0.082127   \n",
       "11     0.772630 -1.916516   1.418299 -3.175414   4.415930  11.164527   \n",
       "12     4.149684 -1.846681  13.839290  2.504595   6.685176   9.346221   \n",
       "\n",
       "             HA         MQ         NK         OO         UA        US  \\\n",
       "Month                                                                   \n",
       "1      3.512640  18.164974  11.398054  10.889894   6.352729  3.107457   \n",
       "2      6.029967  21.301627  16.474466   9.588895   7.260662  7.114455   \n",
       "3      3.468383  11.018418  10.039118   3.181693   4.892212  3.330787   \n",
       "4      0.011022   5.131228   8.766224   3.223796   4.376092  2.660290   \n",
       "5      0.826426   5.466790  22.397347   4.141162   6.827695  0.681605   \n",
       "6      0.882786   9.639323  35.561501   8.338477  16.932663  5.766296   \n",
       "7      2.001586   3.980289  14.352382   6.790333  10.262551       NaN   \n",
       "8      7.448029   1.896565  20.519018   5.606689   5.014041       NaN   \n",
       "9      3.696915  -2.167268   8.000101   1.530896  -1.794265       NaN   \n",
       "10     0.467074  -3.735054   6.810736   1.750897  -2.456542       NaN   \n",
       "11    -2.719894   0.220061   7.543881   4.925548   0.281064       NaN   \n",
       "12    -1.706475   0.662486  12.733123  10.947612   7.012079       NaN   \n",
       "\n",
       "              VX         WN  \n",
       "Month                        \n",
       "1       1.420702   3.389466  \n",
       "2       7.784410   3.501363  \n",
       "3       5.348207   3.263341  \n",
       "4       0.995507   2.996399  \n",
       "5       7.102021   5.680777  \n",
       "6       5.779415  10.743462  \n",
       "7       7.135773  10.504942  \n",
       "8       5.106221   5.532108  \n",
       "9       0.070998  -1.336260  \n",
       "10      2.254278  -0.688851  \n",
       "11      0.116370   0.995684  \n",
       "12     13.498720   6.720893  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Path of the file to read\n",
    "flight_filepath = \"./data/flight_delays.csv\"\n",
    "\n",
    "# Read the file into a variable flight_data\n",
    "flight_data = pd.read_csv(flight_filepath, index_col=\"Month\")\n",
    "flight_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Arrival delay (in minutes)')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the width and height of the figure\n",
    "plt.figure(figsize=(10,6))\n",
    "\n",
    "# Add title\n",
    "plt.title(\"Average Arrival Delay for Spirit Airlines Flights, by Month\")\n",
    "\n",
    "# Bar chart showing average arrival delay for Spirit Airlines flights by month\n",
    "sns.barplot(x=flight_data.index, y=flight_data['NK'])\n",
    "\n",
    "# Add label for vertical axis\n",
    "plt.ylabel(\"Arrival delay (in minutes)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 42.0, 'Airline')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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k/g6MsmPpX+z9YyNKKYLKh9LluUE4u7pkzT+z9whL352OX8kSAFRpUZ/m/e82Ki4A41tVpW2ZQC6nZtBnyQ4Aqgd6MaZFFdycTJgtmvGbjrIvOvEGSyp66WkZvDnsMzLSM7GYLbToWI8Hnuiao8y+7Ud5b+S3lCwdCEDz9nW5/7EuRsTNYVzLqrQNs67nvsts6znAi9HNr67nCZuPsu+S8esZYPdXPxC5ay+uvj60e3cMABe2bOfwouUknr9Iq7Gv4l+pvMEpc9oxfSYXd+3FzdeHTu+NBuDc5h0cXLichPMXaff2SAKKUebkxGR++mAuF05eQCkY8PIAKtaumKvcqYOn+fi5j3n4zSE0aNfA/kGxbnujnrJue2azhZYd6zFgaM5t7+zJCP43fi7HDp1l0FN303tQB0OyXvH+W3PZtO4A/oHefDP/lXzLHdx/mueG/I833xtEuzvr2zFhbgXZx11x5MBpXn/8U16aMJiWHY3NXVSk4e4ggsuGMPyLkQBYzBYmPjiW2q3qGZwKNqwL58ypKH5e/gb79pxi8oSfmTH7xVzlXhjZG29vdwCmTF7M/NnrGPL4nZQuE8gX3z6Lr58nG9aF897b8/J8fVEILhPCM59dXafvDx5DrZY512mlBtWo0bwOSikunjjH3InfMfyrUXbJV1Clw4L4+ruR+Pp5sX7dXia89QMzfyoeGRMvxbLzl78Z8r9ROLu58svkGRxat53anZrnKBdWqzK933zKoJS5LT4awezw80xsUz1r2ohGFfli12nWn4uhTVgAIxpX5JEVew1MaeXi6szbU4fh4elGZqaZUUOnckeLmlSvk7MxVrNBRUZ9+LhBKfO25GgEcw6e551WV9fzS40qMm33adaft67nlxpV5NGVxq9ngDJtWlChc3t2ffld1jTvsNI0en4oe7+dbVyw6yjXtjmVOrdj+5dXOyl8y4TSdPhQds0ofpkXTl1EzSY1ePStR8jMyCQ9LT1XGYvZwrKvllGjcQ0DEl7l4urMuM+ubnuvD51KwxY1qV736rbn7evJ4yN6s/nvAl+7V6Tu6tGYXv1bMWnMnHzLmM0WvvpkOY1bVM+3jD0VdB9nNluY+dlyGjQrHrlF3hz7Z8dNOrrrMCVCgwgICTQ6CmtX7+Punk1QSlG3fgUSElKIjorLVe5Ko11rTVpaRtbVzPUaVMTXzxOAOvXKExmR+7X2cHzXYQJDg/C/Zp26ebhlZU1PTYcCXIVtbw3uqIKvnxcA9epVIiIixuBEOVnMFjLTM7CYzWSmp+Md6Gd0pBvaHhFPXHpmjmka8HZxAsDb1ZnI5NwNCiMopfDwdAPAnGkmM9NM8auledseGU9cWu717OVqW88uzkSlFI/1DFCiRlVcvLxyTPMJC8U7tJRBiW4sqEZVXLxzZ/YpHWJQovylJqVybO8xmnez/rB3dnHG09szV7m1i9dSv009fPy97R0xh2u3PXOmOdchwj/Qh6q1yuHk7GRAwtzqNaqcdczNz+Kf1tOmUz38A41dv1cUdB/36/z1tOhQF7+A4pG7qChMt+xhhNumxz273Wt2UL99Q6NjABAVGUdIKf+sv0uG+BMVGUdQcO7G2bg357Bh3QEqVi7F8Jd75Zq/dNFmWrQ2pgdl7987qNsu73V64J/d/PHdLyTFJjJoXK7/m6BYWbxwPa3a1DE6RhbvEv406t2Jr58Yg7OrK+Ub1KD8HTVzlbtw6AQzX3gX70A/2jzch6ByoXkszViTthzjy851eLlJJRQw6NfdRkfKYjZbeOXhj7l4Npqu97aiWp3cQx8O7T3Fi4M+IDDIjyHP96BcpeLZ2Jy09Rhf3lmHlxtVQikY/FvxWc+iaEVfiMbbz5vZk2dz7vh5ylYtS99n+uDm4ZZVJjYqlj3r9/LsB89w+tBpA9Namc0WRgyxbnt398t723MkUZFxrF+9jw++fIpD484YHSfLjfZxlyLj2Pz3Xt6eOoyjB+YalNI+HH2ojN3TK6Ueuc68rP+BauXs34rk/TMzMgnftJ+6bRsUyfILS2udx9S8+/vGTBjA8r/epmKlEP5YsTPHvG1bjrBs4SaefbFHEaS8vsyMTA5u3kedNg3ynF+rVX2GfzWKgWMeY9UPv9o3XCFs3XyQxQvXMfylfkZHyZKamMzxLXt49Mu3eGLGBDJS0whfszVHmZKVy/DY9HEMnvI6Dbq1Y9m7XxmU9vr6Vw9l0tbj3Dl/C5O3Hmdcq6pGR8ri5GTio5kj+GrpGI4eOM2pYxdyzK9UowxfLn6Tj2e9TLf7WzNp5LcGJb2x/tVCmbz1OJ0XbOH9rccZ17L4rGdRtCxmC2ePnKVVz1aM/PIVXN1d+fOnVTnKLPp8ET2f6IHJqXg0XpycTEyZNYKvl43hyP7c256j+fyDJTzx/D04FZP1e8WN9nEzpixm8DPdi11ukZsRPe5vA3ke9bL/D1SLTv6WV4v2Xzu0NZywKmXwCfApisUXyPw561myYCMAteqUI+JibNa8yIhYgkv65vtaJycTd97VgFnfraZHn2YAHDl0nolj5zLli6H4+Xvl+9qicmRbOKGVy+AdkH9ugAp1q3D5wo8kxSXi5Wfsqbi5s/9i4c/rAPjftOHExiQwbuz3TJ02HH+DTx9nd3r3IXxLlsDTz1pfq7Soz/mDx6nZvklWGTdPj6znFRvX5q8v55ESn4iHb/H5HAA9q4Tw7pbjAPx+Mpq3i2GD0svHg9oNK7Nz00HKV7561sLTyz3reaOWNZk+eQHxsYn4FqO6ckXPyiG8t9W2nk9F81aL4reeRdHwD/bHP9iPCjUrANCgbf1cDffTh8/w/QTreP3EuCQObAnH5GSiXmtjr/ny9vGgTqPK7NyYc9tzNIcPnGHC67MAiItNYsv6cJycnGjdoXicyc1vH3cs/CwfvTkTgIS4JLZvPIiTk4lm7eoaFbXIOHqPe5E03JVSe/KbBRg6MLA4DJO5b0Br7hvQGoD1a/fz8+z1dLn7DvbtOYW3t0euYTJaa86eiaZsuWC01qz7ez/lK5YE4OKFGF578VveevdBylUoaffPArBnzXbq5bNOL52PIjA0CKUU54+ewZxpxtPX/j8urtV/YEf6D+wIwIXzl3h5+OeMf/cxylcoXsMffIIDuHD4JBlp6Ti7unB6z2FCKpfLUSYpJh5Pfx/rBcCHT6K1xt3H+HV8rajkdJqU8mPrxTiahfpzKj7F6EgAxMUk4uzshJePB2mpGezZeoQ+gzvmKBNzKR7/QOs6PrL/NFprfPyK3zoG63puHOLHtog4mpXy53RC8VjPouj5BvriHxxAxJkIQsqGcHjnYUqVz3nIHfvjmKznP076kdrNaxvWaI+LScTJ2Qlv27a3e8sR+j7U8cYvLMZ+/OXqjQ0mjf2J5m1qGt5oL8g+btqiq7n/N24OjVrX+k822kEa7vkJAe4Crr3KTwEbiug9byg9NZ2jOw7Rd/j9RkXIpVWbWmxYG8693d7B3d2V0RMeyJr3wrDpjHq7PyWCfBg3ajZJiWloNFWrlWbk6PsA+Gba78TFJjF5ws+AtUf++7kj7JY/PTWdYzsP0ev5/lnTtixfD0DTe1qzf/1udq3aipOzEy6uLvR/bUiB/ptge5o+bRmxcUm8O/5HAJycTcyeN9rgVFah1SpQtWUDfnxpEiYnJ4IrlqHuXS3ZvcK6jut3bc2RDTvZvWI9JicTzq6udHv5YcPX8eS21WlSyh9/d2f+vK8pn+86xdgNR3itaSWcTYo0s4W3Nx41NOMVMdHx/G/8HCxmjUVrWnWqT+PWtfh9oXVXdVfflmz8aw+/L9yAycmEq5sLL40fZPg6BpjUpjpNQmzr+d6mfLb7FG9tOsJrTSrhpIrXegbY+fk3XAo/THpiIquGv07Vvt1x9fJi/8y5pCcksvWjz/AtV4ZmI583OmqWrVNnEG3LvOK5N6hx7z24enmx54d5pCcksumDz/ErX4aWrz5ndFQA7n2uLzMnziIzI5Og0BIMHDmQ9cv+AaB1j1YGp8spJjqeT8bNwWLRaIt122vSuhYrbNte174tibkUz8tDppCclIoyKZb9tI7//TQST2/3Gyy9aEx4fRa7tx8jLjaJ/l3HM+SpLpgzzQD06NfSkEw3UpB9nHAcKu8x1v9yoUp9A3yrtV6fx7zZWuuBN1pGUQ2VKUodSjtW5JVnHe9XZ/dyxbOX83p+OOJYPZ5TN3vcuFAxM7eXMXdT+jceWFb87w6UXefqGUZHKDQXk2PtkwE6hBafuwAVRHlvs9ERCs3HxfHqRVy68R0FhVE7oHuxDRxc/cVbVgGiDn1s989ZJD3uWuvHrjPvho12IYQQQgghbjVHHyrj2OmFEEIIIYS4TdyW93EXQgghhBC3H0fvcZeGuxBCCCGEuC04esPdsdMLIYQQQghxm5AedyGEEEIIcZtw7D5rabgLIYQQQojbggyVEUIIIYQQQhQ56XEXQgghhBC3BUfvcZeGuxBCCCGEuC0oBx9sIg13IYQQQghxW5Ae9yKSYlZGRyg0R/sV99YaD6MjFFrI3QlGRyi0c8muRkcolNSFx42OUGgXOgcbHaHQ4s+lGR2hUDZ5uxsdodB6Vk4xOkKhxac71rFvf0yxbUbkyxHbFw1LZBgdQRQTjrfFCSGEEEIIcROUcrwfbtlJw10IIYQQQtwWHH2ojGOnF0IIIYQQ4jYhPe5CCCGEEOK24GjXI15LGu5CCCGEEOK2IENlhBBCCCGEEEVOetyFEEIIIcRtwdF73KXhLoQQQgghbguOPsbdsdMLIYQQQghxm5AedyGEEEIIcXuQoTJCCCGEEEIUfzLGvRiKPhvBz+99n/V3zIVoOgzuRvPe7bOmndxzhJ/GfY1/qRIA1GxZj3YDu9o7KlprPnxvARvWHcDd3ZUxEx6kRq2yuco9MWQKyUlpAMRcTqBWnfJ88OkTJCakMOb1H7h4IQaz2cKgIR3p0ae5XT/DhNbVaFc2kMupGfRatB2A6oFejG1ZFU9nJ84lpjLy74MkZZjtmisvr/cfh5unOyaTwsnJxKjpI3KVObTzKHOnLsJsNuPt580rnzxrQNKctnw5kws79+Hm60PXyW8CkJaYxKZPZ5AUdQmv4BK0eP4xXL09DU5qFRrkyfsvtCYowAOt4affD/P9snA+eaUtFcP8APD1ciU+KZ2eLywzOG3ekhNT+PGDn7hw4iIoGPTKACrVrmB0rCyhPm583KM2wV5uWLRm9q5zfLvtDN1qlOTF1pWoEuRFz++2sPdigtFRs7zRsCqtSgUQk5bBoFU7s6b3qxTKvZVDMWvNhosxfL7vpHEhs9n/62oOr9oAWlOtUytq39MhV5kL+w+z5bsFWMxm3Hy86fb2C/YPahN1NoJ57+Y89nUc3I2WfdpnTQvfuJdVPyxHmUyYnEx0G9qH8nUq2z8sEHUmgp+y570YTafB3WjVp32OMgs+nM35Y2foPKQ7bfp1tH/QbC6djWDhe99l/R1zMZp2g7rRrPfVupGalMKSD34gLioGi9lC874dadDZvsfl7NLTMnhz2GdkpGdiMVto0bEeDzyRs72zb/tR3hv5LSVLBwLQvH1d7n+sixFxxQ38JxvuQWVCeGrqSAAsZgsfPTSGGi3q5SpXrnYlBr79pL3j5bBh3QHOnIpiwfLR7NtzkkkT5vHt7NyNya++fyHr+asvfkPbDnUBmP/TOipWKsVHU58k5nIC9/V4h67dG+PiYr+vdtGRCH4MP897batnTRvXqhrvbz3Ototx9K0awqN1y/C/Hafslul6Rnz8ND7+3nnOS05IYfaUn3l+8pOUCAkgPqZ4NHoqtm1O1S7t2PzFD1nTDi5dSck61anZswvhS1cSvmwl9Qf0Ni5kNplmzbsztrH/+GW8PJxZ/FF3/tl1nuHvr80q8/qjjUlISjcw5fX9PHUhtZrU5Im3HiEzI5P0tAyjI+VgtmgmrDrCvogEvFyd+OWRpqw/cZnDUYk8uXAPE7vWNDpiLr+eiuDn4+cZ06ha1rSGQX60KV2Ch1btJMOiCXBzMTDhVTGnz3N41QZ6THwFk7MTKyd+TpmGtfELLZlVJi0pmY1fz6PLqKfxDgokJc7Y/UVwmRCe+ezqse/9wWOo1TLnsa9Sg2rUaF4HpRQXT5xj7sTvGP7VKCPiElw2hOc+v5p30qDceT18POk+rC8HNu41ImIuJcqE8MTUVwFr5k8eGk31lvVzlNn2yzqCypai/9gnSYpL4Iuh71C3fWOc7Hhczs7F1Zm3pw7Dw9ONzEwzo4ZO5Y4WNalep3yOcjUbVGTUh48bktGelFJGR/hXHPt8QQGc2H2YwFJB+IcEGh0lT2tX76Vbz6YopahbvyIJCSlER8XlWz4pKZVtmw/TrqO14a4UJCenobUmOTkdXz9PnJzs+7Vuj4gj7ppGTUU/D7ZdtH6ODedj6VI+yK6ZbtaWVdu5o009SoQEAOAb4GNwIqvgmlVx9fbKMe389j1UaNMMgAptmnF+224jouUpKiaF/ccvA5CUksmxs3GElMh5NqBbqwosW3vCiHg3lJKUytE9x2nZzbp+nV2c8fT2MDhVTpFJ6eyLsDYUk9LNHI1OJsTHjaOXkjl+OdngdHnbdSme+PTMHNP6VCrFzENnyLBoAGKKyQ+k2HMXCa5aAWc3V0xOTpSqWYXTW3JuY8fXb6N8s/p4B1mPLx5+xWN/AXB812ECQ3Mf+9w83LIaLump6daDSDFwzJY34Jq83v4+lKleHicnJ4OS5e/E7kMEhAbhXzJnZqUgPcV6XE5PScfDxxOTnY/LOfMoPDzdADBnmsnMNFM8vnVjKEy37GGEIvv5p5SqAYQBm7XWidmmd9Varyiq973Wvr93UKd9wzznnT14kmnPTMIn0I/Oj/eiZPlQe8XKEhkZR0gp/6y/S4b4ExkZR1CwX57l16zaQ5Pm1fC2NSLuG9CWl5+bTreOo0lOSuWdDx7BZDL+99iRmCQ6livBX6cvcVeFIEp5uxkdyUopprwyDaUUbXu0oG2PljlmR5yJwmw288HwqaSmpNHp3ra0uKuJQWGvLzUuAY8Aaz3xCPAj1eDevvyElfSiVqVAdh+KzprWpHYI0bEpnLpQPDNHX7iEt583MyfP4dyx85SrVoZ+z/TBzaOY1ONrlPFzp3aID7vO5/+jv7gq6+1B/SA/nqxdgXSzhan7ThAek3jjFxaxgLKl2fHTMlITEnF2deXszv0EVS6Xo0z8hUgsmWZ+e2sKGSlp1OrWnirtmhmUOKe9f++gbru8j30H/tnNH9/9QlJsIoPGDbVzsrzt+XsH9fI5VhdXB9buoHa7RrmmN+7elnnjpvPJ4NGkpaTS99VHUAYfl81mC688/DEXz0bT9d5WVLumtx3g0N5TvDjoAwKD/BjyfA/KVSplQFJxI0VSk5RSzwNLgOeAfUqpXtlmT7zO64YqpbYppbb99dOv/zqHOSOTQ5v3Uat1g1zzQquU5YXv3uKpz16lac82zB3/9b9+v5uida5J1/slvPLX7XS5++qOYtM/4VStXoZf/xrPrJ9f5f2J80lMTCmCoIXz5vrDDKhZmvk978DLxYkMc+7PaYRXpz7P6K9e5vlJQ1mz+B8O7z6WY77ZbOHUobM8994TDJ/8JMt/WEnEmUiD0jo+T3dnPnutAxO+3kpiytWe1O5tK/LLuuLZ2w5gMZs5c+QsbXq24vXpL+Pq7srKOauMjpUnTxcnpvWpx7g/D5GYbvx1JIXlrBS+Ls48sWY3U/edYHzTGkZHAsC/TCnq9urM7xOmsnLiZwSWD0OZcvb6WswWLp04w52vDaPLqGfYtWAFcecjDEp8VWZGJgc376NOmwZ5zq/Vqj7DvxrFwDGPseqHf3+s/bcyMzI5uGkfdfPJWxyZMzI5vHkfNfNoXxzfEU5IpTIMnzmeJ/73KiumzSct2djjspOTiY9mjuCrpWM4euA0p45dyDG/Uo0yfLn4TT6e9TLd7m/NpJHfGpS06CllumUPIxTVuz4BNNJa9wbaA6OVUsNt8/Jtl2qtp2utG2utG3d8oNu/DnFkWzihlcvgHeCba56bpzuutt6zqk1qY860kBxnn16e+XPW8mC/STzYbxJBJf2IuBibNS8yIpbgknn3tsfGJrF/3ylata2dNe2XxZvpcGd9lFKULRdM6bASnDphfEPzRFwKT/y+l/uW7mT58ShOJxj/YwLAP8h2YWSADw1a1+Vk+Okc8wOC/ajdtAZuHm74+HtTtX5lzhw7b0TUG3L38yElxtrDmhITh3sxOk0P4Oyk+Oy19iz9+zgrN15dz04mxV0tyrF83Unjwt2Af7A//sF+VKxp7ZW6o219zhw5a3Cq3JxNiml967F4/0VWHI4yOs5NiUxNZ835SwCExySitcbftXhcflWtY0t6TXqNbm+/iJu3F76hwTnme5XwJ6x+TVzc3XD39aZUzSpcPnXOoLRXXe/Yl12FulW4fCGaJDsd+/JzeFs4pavcOG9xcnTbAUrls453/7GZGi2tx+XA0sH4h5Qguph0AHn5eFC7YWV2bjqYY7qnl3vWcJpGLWuSmWkmPtb4M19FQqlb97jhWyl3pdQWpdRupdR+pdTbtumBSqk/lFJHbP8GFDR+UTXcna4Mj9Fan8TaeL9bKfUR1+9QvqX2/b2dOvmcKky8HI+29XafO3QKrS14+HrlWfZWu29AW378+VV+/PlV2nWsx69Lt6C1Zu/uE3h7u+c7TGbVyp20blcHt2wXb4WEBrB18yEALkXHc/pkJGFlStjlc1xPoLs1owKealCOeQcvXP8FdpCWkkZqcmrW8wPbDlG6Ys5TgQ1a1+Xo3uOYM82kpaZz4sApQsuFGBH3hko3rMvJdZsBOLluM6Ub5b4A20jvPteKo2fjmLHkQI7prRqEcvxsHBcvFc9x2AB+gb4ElPQn4rT1YHtoxxFKlS9+p40nd6vF0UtJfL319I0LF1Nrz1+ikW2fV9bbHWeTidhrxsEb5crFponRlzm1ZTeVWjXOMb9c43pEHDyGxWwmMy2dqKMn8Q8zvp7sWbM932Enl85HZR37zh89gznTjKedjn35uV7e4mp/PsNkAHxLBnBit/W4nBgTz+VzkQSUMu64HBeTSJKt8ywtNYM9W49QpnzO41rMpattoiP7T6O1xsfP2HrxH5EGdNRa1wcaAF2VUs2B14BVWuuqwCrb3wVSVN0aF5VSDbTWuwC01olKqe7ADKBuEb1nDhmp6RzfeYjuz/XPmrZt+XoAGt/TmgP/7GLb8n8wOZlwdnWh36sPG3Klcas2tdiwdj99u43D3d2V0RMezJr3wrBpjHp7QFYP/B+/7WDIY3fmeP1jT3Zl3JuzGNDnXTTw7As98Q/I+44pReX99jVoWsoPf3cX/urfjKk7TuHpYmJgzdLW3KeiWXjE+NPH8TEJfDHaevrPbDbTtFMj6jSryd9L/gGgXa9WhJYPoXbTGox77H2UUrS+pzlhlex/7cO1Nv5vBlHhR0hLSGTZs6Oofe891OjZhY2ffsOJ1RvwDAqgxfDiczeARjVL0qdjZQ6evMzSKT0A+HDmDv7efo572lQsthelZnffc/fy3cSZZGaaCQotweCRA4yOlEPjMn7cWzeU8MgEfn3UOq76/b+P4upk4u3O1Qn0dOXb+xtwICKRh+buvMHS7OPtJtW5I9gPf1dnFt/dhK8PnOaXkxGMalSVWZ3uIENrJmw/bHTMLKs//JrUhCRMzk40f+x+3Lw9ObhyHQA1urTBv0wpwhrUYvHL76JMimodWxJQrrShmdNT0zm28xC9nr967NtiO/Y1vac1+9fvZteqrTg5O+Hi6kL/14YYepeN9NR0ju44RO9seTfb8ja7pzUJl+P5/PkPSEtORSkTGxavYfiXb+Du5W5UZDJS0zmx8yDdnr2aefuv1syNurWmzQNdWfrxLL58+l0AOj7cE08/+x6Xs4uJjud/4+dgMWssWtOqU30at67F7ws3AHBX35Zs/GsPvy/cgMnJhKubCy+NH+Twd1/Jlx1HuGjrr6Erpy5cbA8N9MLaqQ3wPbAGeLUgy1Q6jzHW/5ZSqgyQqbW+mMe8Vlrrf260jNnHVhSPQdGFcE9Zx6rkLWYVr7tkFMQXdzveqbs/z7saHaFQ5rxt/Kn+wpr2RfCNCxUzj/3gWPUirLpxDaWb1bNy8RiiVxiVfBzrOgWTYx32AEgxO17ohiWKx92WCqp2QPdiu5KrtfjilrUvj2x6+kkg+xXe07XW07OXUUo5AduBKsBnWutXlVKxWmv/bGVitNYFGi5TJD3uWut8B4MWpNEuhBBCCCFEcWZrpE+/QRkz0EAp5Q8sUkrV+TfvWTyuABJCCCGEEKKoGTQESGsdq5RaA3QFIpRSoVrrC0qpUKDAVy8bf8NvIYQQQggh7MF0Cx83oJQKtvW0o5TyAO4EDgJLgSG2YkOw3kK9QKTHXQghhBBCiFsvFPjeNs7dBMzTWv+ilNoIzFNKPQacBu4r6AKl4S6EEEIIIW4L2o5DZbTWe4A78ph+Ceh0M8uUhrsQQgghhLg9FNv73RSMjHEXQgghhBDCAUiPuxBCCCGEuD044n8+kI003IUQQgghxO3Bwf9HWBkqI4QQQgghhAOQHnchhBBCCHF7cOwO9+LbcPdx0UZHKDSNY2XuVS/D6AiFVt7bbHSEQmsc5FjreWaXCkZHKLRQzwSjIxRa/06OdcLT1yXV6AiF1qt8mtERCi0hw7FaFd4OeKyOSXOsdQwOP7qjeHHwMe6OdeQQQgghhBDiNlVse9yFEEIIIYS4pRz89IU03IUQQgghxO3BsdvtMlRGCCGEEEIIRyA97kIIIYQQ4vbg4BenSsNdCCGEEELcHhy73S5DZYQQQgghhHAE0uMuhBBCCCFuC1ruKiOEEEIIIYQDcPAx7jJURgghhBBCCAfwn+1xT0lMZt5Hc7l48gIKuP/lAVSoVTFr/up5f7Fz1TYAzBYLkacjeHv+BDx9veyaU2vNR+8tZMO6cNzdXRg9YSA1apXNVW7cqB/Zsf0Y3t7uAIyZMJBqNcpkzT+w7zSPPfgxE94fQqcuDewVH4Dt02dycede3Hx9uHPSaADObt5B+ILlJJy/SIdxIwmoVN6umfISeTGW98fOIeZSAsqk6NanOX0GtMlR5vTJSD56ey5HD55lyNN3c9/g9saEzSYlMZmfr9RlBfeNGED5bHV5zby/2PmXtS5bzBYiz0Qwdp7963J2od5ufHRnDYI9XbBomLP/At/uOYefmzNT76pFGV83zsan8czvB4hPyzQsJ0B6WgZvDvuMjPRMLGYLLTrW44EnuuYos2/7Ud4b+S0lSwcC0Lx9Xe5/rIsRcXPY+dUPWdtex/fGAHBu83YOLbJue23ferVYbHtXbJg2k7M79uHu60PPD94EIC0xibWfzCAp6hJewSVoO/wx3Lw9DU5qrRejnrLWC7PZQsuO9RgwNGe9+HvFdhbOXA2Au4crT43sR8VqpY2Im8VitjDm8Y8JCPZjxOTHc8xLik/mq3d/IvL8JVxcnXn89QcoWynUoKRX13GmbR23yGMdb/57H3Omr0AphZOTiUdf7EWtBpUMSmz1yv3jcfdww+RkwuRkYuxXL+WYv3PdPhZ98xvKpDA5mRjwXG+q1TMus6Ou5yLj2B3u/92G++LPF1GjcQ2GjHmEzIxMMtLSc8zvcH9HOtzfEYD9G/exduHfhjR0NqwL58ypKH5ePop9e04xecJ8Zsx+Kc+yz73UM89GudlsYerHy2jWskYRp81b+TbNqdS5HdunfZ81zbdMKM1fGMrOGbMNyZQXJ2cTQ1/sQdUaZUhOSuXZwVNo2Kwq5SuVyirj6+vBsJd7sWHNfgOT5rT080VUa1KDwfnU5fb3d6S9rS4f2LiPdQbV5ewyLZoJ/xxjf1QiXi5OLOvfkHVnYuhXsxQbzsbwxY4zDGtYlqcbluW9jScMzeri6szbU4fh4elGZqaZUUOnckeLmlSvk7PBW7NBRUZ9+Hg+SzFG2TYtqNi5PTumfZc1zbdMaZoMH8ruYrTtXVG5XXOq39WOfz77IWvaviUrCa1TnTq9urBvyUr2L1lJwwd7GxfSxsXVmXGfXa0Xrw+dSsMWNale92q9CCkdyDtfPI23ryfbN4Tz+XvzeX/GcANTw+/z11K6fElSktNyzVs680/KVQ3jhXcf5fypCL7/aCGvfzLMgJRW167jN/JYx/WaVKVp29oopTh55DwfjPqBqfNeMyzzFSM/eRoff+8859VsVJUGra2Zzxw7zxdjf2DiLOMyO/J6LhIOPsb9PzlUJjUpleN7j9H07uYAOLs443GdHpxdq3dwR4eG9oqXw9rVe7m7ZxOUUtStX4GEhBSio+IKtYx5s9fS4c56BAbmvRMpakE1q+LqnbOh6BsWik/pEEPy5KdEkC9VbWcpPL3cKVshhOjI+Bxl/AN9qF67HM7OxWPTyKrLXQtYl9fsoIFBdTm7qOR09kclApCUYebY5WRKebvRuWIJfj4YAcDPByPoXCnIyJgAKKXw8HQDwJxpJjPT7DAdMkE1quLqlXPb8wkLxSe0VD6vMFZIzaq4XZP37LY9VGrbDIBKbZtxZttuI6Llcm29MGeacx3va9SriLevdXusXqc8lyJj7Zwyp8uRsezaGE67Hs3znH/uZAS1G1UFoHT5EKIvXCbucoI9I+ZQkHXs4emGsk1MTU13iEaXe7bMaSnphu9P/qvr+Xb1n+xxv3QhGm8/b+a+P5vzx89TpmpZej3dBzcPt1xl01PTObjtIH2evdeApBAVGUdIqYCsv0uG+BMVGUdQsF+ustP+t5wZ036ncbNqPPNiD1xdnYmMiOXvVXv57JtneGffaXtGd2gXz1/m2KFz1KhTzugo13X5YjTe/t7M+2A2F46fJ6xqWXoN64NrPnX50LaD9H7GmLqcnzI+btQK9mbXxXiCPV2JSraeMYhKTifIw8XgdFZms4VXHv6Yi2ej6XpvK6rVyT285NDeU7w46AMCg/wY8nwPylUqno1jR5MSl4BngHV/5xngR2q8cQ3Ja5nNFkYMsdaLu/vlXS+u+HPpZhq2MOas5xWzPl3MA8O6k5pHbztAuSql2bZ2L9XrV+LYgVNER8RwOTIWv0AfOye9ymy28PIN1vGmNXuZ9fly4mISGfWR8We9FIoPR3yJUop2PVvQvmeLXGW2r93Dgum/khCTwPBJTxiQMidHXM9FRi5OzZtSqqlSqonteS2l1EtKqW5F9X7ZWcwWzh05S4serXhp2iu4uruyeu6qPMse2LSPCrUrGja0QOu8puauVE+/0J15S9/g259GEB+fzA/f/AnAx5MW8cyLPXByKh49xI4gJTmN8SO/56kRvfCyXTNQXJmv1OXurXjhiwLU5VrG1eW8eLqY+OLu2oxbd4zEDLPRcfLl5GTio5kj+GrpGI4eOM2pYxdyzK9UowxfLn6Tj2e9TLf7WzNp5LcGJRX25ORkYsqsEXy9bAxH9ueuF1fs3XaUP5dt4aFnu9s54VU7/9mPr783FWvkvkbqih6DOpGUkMyohz/gjwXrKV81DJPBxw4nJxMf32AdN29fl6nzXuO1yY8w58sVBqTM6fXPn+Otb0bw4vtP8Nei9RzadSxXmUZt6zFx1ms8+86jLPrmNwNS5uSI67nIqFv4MECRbLFKqbHAp8AXSql3gamAN/CaUmrUdV43VCm1TSm1bcXsm6/ofsH++AX7Ub5mBQDqta3P2SNn8yy7a81Ouw+TmT9nHYP6TWZQv8kEl/Ql4mJM1rzIiFiCS/rmek1QsB9KKVxdneneuykHbL3r4QfOMHrk9/S+623++mM377/zM3+v2mO3z+JoMjPNjB/5PR27NqR1x7pGx7kh/yBrXS53pS63qc+5o3nX5d1rdhaLYTJXOJsU0+6uzeLDkfx+PBqw9rIHe7oCEOzpSnRKhpERc/Hy8aB2w8rs3HQwx3RPL/esU82NWtYkM9NMfGyiERH/czz8fEiOsQ4PTI6Jw93XuN7f/Hj7eFCnUWV2bjyYa97JI+eZOnEer7//KL5+xv1oPrz3BDv+2c+L/cbz2VszObD9CF+Mm5WjjIeXO0PfGMA7373Mk28OJCE2kZKlSxiUOCev66zjK2rfUZmLZy8Zvu0FBFnPEPkG+NCwTV1OhOd/trt6g8pEnbtEQjHZXzjSehZ5K6qf2v2AVkBb4Bmgt9Z6HHAX0D+/F2mtp2utG2utG3cdePdNv7lvoC/+wQFEnrGOpT2y8zAh5XOPt05JSuHYnmPUblHnpt/rZtw3oA2zfh7JrJ9H0rZjXX5buhWtNXt3n8Tb2yPPYTJXxr1rrfn7r71UrmK9E8DiFWNY/PtYFv8+lo6d6/PKqH6061TPrp/HUWit+WjcPMpWDOHeQe2MjlMgPoG++F1Tl0uWy7suH99r/7p8PZM6VuPo5WS+2XX1h8afJy7Rr4Y1f78aIfxx4pJR8bLExSSSlJACQFpqBnu2HqHMNfuLmEvxaNvpsSP7T6O1xsfARtp/SZlGdTm+djMAx9dupkzj4rH/iotJJDFbvdi95QhhFXLWi6iLMbz32ne8+NYAwsoFGxEzS/+nuvPporF8/PNonnlrMLUaVWXYmEE5yiQlpJCZYb2L05plm6hevzIeXsaddbx228trHV84E5217R07eJbMzExDt720lDRSklOznu/fepiwa4bNRZyNysp86pA1s7eBmR1xPRcppW7dwwBFNcY9U2ttBpKVUse01vEAWusUpZSliN4zh97P9GX2u7MwZ2YSGFqC/i8PZMOyfwBo2aMVAPvW76F6o+p5jn23l1ZtarFhbTj3dpuAu7sroycMyJr3wrAvGfX2AwSX9GPMa7OIvZyIRlOtehivjrnfsMzX2jJ1BlHhh0lPSOTXZ9+gVr97cPHyYvf380hPSGTD+5/jV74MrV97ztCc+3efZNWv26lYJZRhAz8C4JGn7ybSdsaje7+WXI6O57mHPiE5KRWlFIvnrGP6vFcMHVLT+5m+zHnPWpdLlCrBfS8PZOMv1rrcoru1Lu//Zw/VGlbPc+y7ERqH+nJvjVKERyfya/9GAEzedIIvdpzms7tqcX+tUpxPSOPpFQcMTgox0fH8b/wcLGaNRWtadapP49a1+H3hBgDu6tuSjX/t4feFGzA5mXB1c+Gl8YOyLuQy0rbPviE6/DDpiYn8/vzr1OjbHRdvL/b+MJf0hEQ2f/gZvuXL0HLk80ZHBWDdpzOIOHCE1IREFjw9inr97qFOry6snfINR1dvwKtEAG1fLB5ja2Oi4/lk3BwsFo22WOtFk9a1WGGrF137tmTuNytJiEtm2uSFgHU4woffv2hk7FxWLbbm7dS7JedPRfDlhNmYTCbCKoTw+Gv59qPZRUx0PJ/a1rEln3W8cfUe1vy6DSdnJ1zdXBgxYbCh215cTCJTR80ArMNym93ZkLrNarJ6iTVzh14t2f73Hjb8fjXzU289ZGhmR1zPRcrBP5fSeQ+y/ncLVWoz0EFrnayUMmmtLbbpfsBqrfUNz+cvO/3brQ9WxNo42LVqk/a4Gh2h0J6snmx0hELbfdmxrgEfvsz4e2gX1vIHi88FjQX1/RHHWs++Lnbpc7ml7q2YanSEQkvIcKxGhbeLwx2qiUlzrHUMEODmWOu5ln/3YruSq9w765atzKMLBtn9cxZVi6Kt1joN4Eqj3cYFGFJE7ymEEEIIIUT+HPxeHkXScL/SaM9jejQQXRTvKYQQQgghxHU5+FAZxzqHL4QQQgghxM1y7Ha7o58wEEIIIYQQ4vYgPe5CCCGEEOK2oB38f06VhrsQQgghhLg9OPgYdxkqI4QQQgghhAOQHnchhBBCCHF7cOwOd2m4CyGEEEKI24SDj3GXoTJCCCGEEEI4AOlxF0IIIYQQtwcHvzi12DbcQzwsRkcoNA+nkkZHKJRHqkYYHaHQfF210REKLdTTsepyx/qOuI4dL/O9FVKMjlAo26NdjI5wW3B2sDaFi4PlBajsazY6QqHFpskAiVvGAetsdlIThBBCCCGEuMWUUmWVUquVUuFKqf1KqeG26W8ppc4ppXbZHt0Kusxi2+MuhBBCCCHELWXfi1MzgRFa6x1KKR9gu1LqD9u8j7XWHxR2gdJwF0IIIYQQtwc7Nty11heAC7bnCUqpcCDs3yxThsoIIYQQQghRSEqpoUqpbdkeQ69TtgJwB7DZNulZpdQepdQMpVRAQd9TGu5CCCGEEOK2oNUtfGg9XWvdONtjel7vqZTyBhYAL2it44EvgMpAA6w98h8WNL8MlRFCCCGEELcHO/8HTEopF6yN9h+11gsBtNYR2eZ/BfxS0OVJj7sQQgghhBC3mFJKAd8A4Vrrj7JND81WrA+wr6DLlB53IYQQQghxe7Dvf8DUChgM7FVK7bJNewMYoJRqAGjgJPBkQRcoDXchhBBCCHF7sO9dZdaT93/59OvNLlOGygghhBBCCOEApMddCCGEEELcHhy8y/o/3XC3mC2MefxjAoL9GDH58RzzkuKT+erdn4g8fwkXV2cef/0BylYKzWdJxlm9ajtT//czJqVwcnZi5GuDaNioutGxAIiKiOHjt+YQcykBpRRd+zSn5wNtc5RJSkzhwzGziboYg9lsoe+g9tzZo2mRZ9u4/iBTJi3FbLHQs29THnqsY475Wms+nrSEDesO4u7uwujx/aleqwwAc2auZdnCLSigctVQRo2/Hzc3F76cuoJ1q/djMikCAr15c3x/gkv6FflngevX5eTEFL4Y9yOXImKwmC10G9CBtvcU/Tq+niPffk/Mnr24+Phwx7ixAJxavITLO3ejTAoXHx+qPPowbv7+ds1lrRdLbPWi2XXqRTju7q456sWEMXPZ8PcBAgK9+XHRK1mvWbVyN998sZKTxyP5Zvbz1Kxd1i6f5aX7xuPu6YbJZMLkZGLc1y/lmH/+VARfvfsTpw6fpd8T3eg2oINdcuVnx9K/2P/nRhSKEuVD6fzcIJxdXbLmpyWl8PuUH0iIvozFbKFhr07U7tTcsLzpaRmMeuozMtIzMZsttOxYjwFDu+Yo8/eK7SycuRoAdw9XnhrZj4rVShsRN4vFbOGNxz4mMNiPke8/nmeZY+GnGT30E4aPe4hmHerbOeFVURExfGQ7hpiU4q4+zel1zTFkwczVrFmxAwCz2cLZkxH8+Ps4fPw8jYicp/fGzmPjWuu+4bsFLxsd54bS0zJ445q6PfCauv2fZt8x7rfcf7rh/vv8tZQuX5KU5LRc85bO/JNyVcN44d1HOX8qgu8/WsjrnwwzIOX1NWtem/YdG6KU4vCh07z80v9Yuvx9o2MB4OTkxKPDe1KlRhmSk1J58aGPadC0GuUqlcoqs3z+P5SrGMKYjx4jLiaRp+57j3ZdG+LiUnRVz2y28OHERXwyfSglQ/x4dMCntGlfm4qVQ7LKbFx/kDOnopn/y6vs33OayRMW8s3s54mMiGP+j+uZvfgV3N1dGPXyTP5csYt7ejVh0MPtefJZ685t3o/rmfHln7w6+t4i+xzZXa8u/7nwH8IqhDBi8uPExyQycuC7tOzSEOciXMc3UrJVC0I7duDIN99mTQu7qwvle/cC4Pyff3Fm2XKqDH7Qbply14tPaNO+FhUrX62v1noRxfxfXrPViwV8M3s4APf0bMx9D7Ri3Kg5OZZbuUop3v1oCJPG/2y3z3LF6588jY+/d57zvH09GTy8D9vXFfhmBUUm8VIsu5f/zeBPR+Hs5sqv78/g8Prt1Op4tWG++7e1BJYtRc9RT5Icl8APz06gRtvGOBlUj11cnRn32TA8PN3IzDTz+tCpNGxRk+p1y2eVCSkdyDtfPI23ryfbN4Tz+XvzeX/GcEPyXvHb/LWEVShJSlLufQVYG/azP/+F+k2N7wBycnLisWzHkBce+pg7rjmG3Du4A/cOtv7o3LxuP0tmry1WjXaAu3s2pu8DLZn45k9GRykQF1dnxmer268NnUqja+q2KL4c/IRB/i5HxrJrYzjteuTdY3PuZAS1G1UFoHT5EKIvXCbucoI9IxaIp5c7yvbrMCUlLet5cRAY5EuVGtbeSE8vd8pWDOFSVFyOMkopkpPT0FqTkpyGj68nTk5FW+0O7DtNmXJBhJUpgYuLM3d2bcDa1ftzlFm7ej9392iEUoo69cuTmJBKdFQ8YG3gpaVlkJlpJjU1g6BgXwC8vN2zXp+Skp7n1SZF4UZ1GQWptnWcmpKGl68npiJexzfiV60azl45D67OHh5Zzy3paXZbf1dY60WJAtSLxnnWizsaV8Y3jwZDhUohlK9Y0i6foTB8A3yoVLMcTs7FYzdvMVvITM/AYjaTkZaOV2DOs1VKKdJTUtFak5Gahru3sfVYKYWHpxsA5kwz5kxzro66GvUq4u1rrRPV65TnUmSsnVPmdCkylp0bwumQ374CWPHzOpq1r4dvgI8dk+WtIMeQ7Nb+vpO2d91hr3gFVr9RJXx8i9ePievJq27bfYdsJJO6dQ8D2K0rQyn1g9b6IXu936xPF/PAsO6k5tFDCVCuSmm2rd1L9fqVOHbgFNERMVyOjMUv0Pid2bVW/bmVTz6ex+VL8Xw2rXiehos4f5ljh85RvXbOX+z33NeKCS/PYEi3t0lJTmPkO4MxmYr2YBwVEU/JEP+sv0uG+LF/7+mcZSLjCSl1tUxwiB9RkXHUrF2WgUPa0afLO7i5u9C0RTWatbzaMzXt09/4bdl2vL3dmfrNU0X6Oa64UV3ufG9rPn71G57r/RapyWk8+/ZDRb6Ob9aphYuJ3LgJZw8P6rzy0o1fcAtFRcRdUy/82b/3VM4ykXF51osrP96KFaWY/NKXKKXo0KsFHXq2MDpRvrxL+NOwVydmDB2Ds6sr5RrUoHyDmjnK1O/WlmUTp/P1Y2+SkZLK3SMeQRlcj81mCyOGfMzFs9Hc3a8V1erk3yP559LNNGxRw47pcvvhk8UMfDr/fcXlqFi2rt3L6E+f5lj4XDunu76I85c5nscx5IrU1HS2bzrIU6/0tXOy/6YrdfvC2Wi69WtF9evU7f8aXYw6QG9GkewVlVJLr3ksA/pe+fs6rxuqlNqmlNq26IcVN/3+O//Zj6+/NxVr5D/WtMegTiQlJDPq4Q/4Y8F6ylcNM7yXMj+d7mzC0uXvM2Xqi0z91P6n428kJTmNd1/7nide6oVntl5pgJ2bDlGxahjf/zqWT2aNYNr7i0hOTC3SPBqda1quMxU67zLx8cmsW72fBb+9zrI/R5Oaks6KX7ZnlXnq+btZ8sebdLmnIT/P+eeWZ79WQery3s2HKFc1jP8tfot3vh3B9x8vJCWpaNfxzSrftzdN3n+P4OZNufDXaru+d+5vvOD1ojga/flzjJ8xgpc/eII/F67n4K5jRkfKV2piMse37OHhaW/x2DcTyEhN4+CarTnKnNoZTlDFMB7/ZgIDP3qNNV/NJy05xaDEVk5OJqbMGsHXy8ZwZP9pTh27kGe5vduO8ueyLTz0bHc7J7xqxz/78Q3wptJ19hU/fLKEgcO6F7tjXUpyGhPzOYZcsWXdfmrWq1jshsk4qit1+5tlYzh8nbotip+i6nEvAxwAvsZ6vFRAY+DD671Iaz0dmA6wJWp5XsfZAjm89wQ7/tnP7k3hZKRnkpKUyhfjZjFszKCsMh5e7gx9Y8CV9+Wl+yZQsnSJm33LW+qn2X+wYL61UfPZl69QsmQAAI0b1+DNM5HExCQQUAxOcwJkZpp599XvaH9XQ1p2qJdr/p+/bKXfQx1RSlG6bBClSgdy9lQk1WqXK7JMJUP8iIyIzfo7MiJ3j2lwiB8RF6+WibKV2brpCKFlAgkItI4bbtepDnt3naJr90Y5Xt+l2x28/Mw3PPHMXUX2OaBgdXntr1voMagTSilCygQTHBrI+VMRVK5VfHtQgpo1JfyTqZTr1dNu75m7XsTmUS/886wXxVFAkHWoiW+AD43a1uV4+GlqNKhscKq8ndl9CN+QEnj6WfdbVZrX5/yh49Ro3ySrzIG/NtG4b2eUUviHBuNbsgQxZyMoVa2CQamv8vbxoE6jyuzceJDylXPexODkkfNMnTiPMVOewNfPy6CEcGjPCXas38+ujVf3FVPfnsWzY6/uK44fPMOnY2cCkBCXxK6N4ZicTDRpW9eo2GRmmpl4nWPIFWtX7qJdl+I3TMbReft4ULdRZXbkUbf/s4rX79ZCK6qGe2NgODAKeEVrvUsplaK1/ruI3i+H/k91p/9T1p6P8B1H+fWnNTkaOgBJCSm4ubvg7OLMmmWbqF6/Mh5eef/St7cHBnbmgYGdATh96iJaa5RSHDhwgsyMTPzzuRjN3rTWfDp+LmUrhtD7wXZ5lgkO8Wf31iPUvqMSMZcSOHs6kpCwwCLNVbN2Wc6ciub82csEh/jy54pdvP3ewBxl2rSvzc9z/qHz3Q3Yv+c0Xj7uBAX7UqpUAPv3nCY1JR03dxe2bT5KzdrWMZhnTkVRtnwwAOvX7LfLuOaC1OUSIQHs33aY6vUrEXc5gYunI4vNj9DsUiIi8AixXiB8edduPEJL3eAVt9bVenGJ4BA/W73IeXFsm/a18qwXxU1aShoWrfHwdCctJY19Ww/T++HORsfKl09wABcPnyQjLR1nVxfO7DlMySo5f7z7BAVyZs9hwmpVISk2npjzkfiVCjIoMcTFJOLk7IS3jwdpqRns3nKEvg/lvAtR1MUY3nvtO158awBh5YINSmo1YFh3Bgyz7isO7DjKL3PW5Gi0A3z685tZz7+YMIeGrWoZ2mjXWvOJ7RjSJ59jCFjvTrZv5zFeHjcw3zKi4ApSt//TDBqbfqsUScNda20BPlZKzbf9G1FU71UYqxZvAKBT75acPxXBlxNmYzKZCKsQwuOv9Tc4Xd7+/GMry5asx9nZCTd3VyZ/+GyxOXV/YPcJVv+2nQpVQnn+QevJlIee7kbUxRgA7r63Jf0f68yUcT/x7ID30RoefrY7fkX8w8PZ2YkRb/TmhWFfYTFb6N67KZWqlGLhvI0A9L2/BS3b1GDDunDuu+c93NxdeXP8/QDUrleODnfWZUj/KTg7mahWM4xe/awXen0+5VdOn4xCmRSlQgMYaac7yuQle13u/XBnpr8zh9cfmozW0H9Y93zvNGIvh6Z/TdyhQ2QmJrL1lVcp17MHMXv3kXIxApTCrUQgle14Rxm4Ui/62OqFpnvvJrZ6YV2Xfe9vScs2Ndmw7qCtXrjw5vir+4UxI2exY9sxYmOT6HnneB5/ugs9+zZjzaq9fPTuYmJjEhnxzDdUq1GaKdOGFulniYtJ5JM3ZgDWiz5bdG5IvWY1+ctWLzr2bknspXjGPvExKUmpmEyK3+ev5b2ZrxrSQVGqWgWqtGjAnBGTMJmcCK5UhjpdWrJnxXoA6nVtTdP7u/LHp7OYNXwiaGg9uBcevsbV45joeD4ZNweLRaMtmlad6tOkdS1WLLSu4659WzL3m5UkxCUzbfJCwDr84MPvXzQsc17+WGTN27lPS4OT5Jb9GPJcHseQbvdaM29cs5c7mlXH3cPNsKzX8/ZrP7Jr2zHiYpPo12UCjwzrwj19jL0l7/XERMczJY+6LRyD0nmM6bzlb6LUPUArrfUbBX3NvxkqY5T6gcXvzhLXcyoxwugIhRbkbjE6QqEdjXcyOkKhTDto3On+m/VB0+J3R6gbORLnWOdrt0e73LhQMdOhdLrREQotJbN4dMwUlI+Lwx2q8XF1vONIbJpj7S9q+HcvthW54svLblmlPfFBD7t/Trv0gmutlwPL7fFeQgghhBBC5MnBh8o41k84IYQQQgghblOGjzsXQgghhBDCLhy7w10a7kIIIYQQ4vagZaiMEEIIIYQQoqhJj7sQQgghhLg9OHiPuzTchRBCCCHE7aGY/F84N0uGygghhBBCCOEApMddCCGEEELcHhy8y1oa7kIIIYQQ4vYgQ2WEEEIIIYQQRa3Y9ribtdEJCi9TJxsdoVBCPIrt158vs043OkKhHYpzrPWcaXG83ogMi+PtMNItRiconMk/mY2OUGgthxudoPDOJDlWf1qLkAyjIxTa2guuRkcotGB3x9ph1PA3OsF1yF1lhBBCCCGEcAAO3nB3rJ/2QgghhBBC3Kakx10IIYQQQtwWtINfnCoNdyGEEEIIcXtw8LEmDh5fCCGEEEKI24P0uAshhBBCiNuDDJURQgghhBDCAchdZYQQQgghhBBFTXrchRBCCCHE7cHBe9yl4S6EEEIIIW4Pjt1ul6EyQgghhBBCOIL/bI/7iPvG4+HphjKZcHIy8dbXL+WYv2Hldn798S8A3D3deGjEvZSrEmZE1Cwnjl/grTe/5+CB0zwzvDcPPdIlz3KPDp5MclIqAJcvJ1CnbgU++t8zdsmotebD9xayYd0B3N1dGDPhQWrUKpur3BNDPiE5KQ2AmMsJ1KpTng8+fZyTxyMYN3o2h8LPMOz57gx6uGORZ964/iBTJi3FbLHQs29THnos53uePBHJO6Pncij8HE8+15UHH26fNa9P14l4errh5KRwcnLi25+GF3ne7C6djWDhe99l/R1zMZp2g7rRrHeHrGkbF6xi3+ptAFgsFqLPXOSl2RPx8PGya9bsjn/3HTF79+Li40O9t94C4MySJcTs2oVSCmcfHyo/8giu/v6GZdz8z0E+nbwUi8XCPX2aMujRnPUiMSGFCaPmEHExFnOmhQceake33k1IS8vguUe/ICMjE3OmhfZ31uXRp++ye/5X+4/H3cMNk5MJk5OJ0dNz7uMO7jzKZ6NmEBQaCEDDNnXp8bD9c2YX6uvOR/fWI9jbDYvWzNl2hm83neL1LtW5s3pJ0s0WTl9O5pXFe4lPzTQ06xUWs4XXH/2YwGA/Xv3g8Rzzzp2M4It35nLi8FkeePJuegzskM9S7CclMZmfP5rLxZMXUAruGzGA8rUqXp2flMJP780iNioGi9lC234daHJXM7tm3PzPQT6ZZN32uvdpyqDHch8Hdm49xqfvLyEzw4JfgBdTZwwDYO7MtfyycAtKQaWqobw+7n7c3Fzslj3qTAQ/vft91t8xF6PpNLgbrfq0z1FmwYezOX/sDJ2HdKdNv6I/zt3I6/3H4ebpjsmkcHIyMWr6iBzzf//pLzb/sR2w1vkLpyP4aPF4vHyNO44UFS1DZYqvVz95Gh9/7zznBYcG8vrUZ/Dy8WTPpnC+mzyfMdNfsG/Aa/j5eTHy9QdY/dfO65abMXNk1vOXh39B+44NijjZVRvWHeDMqSgWLH+TfXtOMWnCfL6d/VKucl99f7WB++qL39C2Q10AfP08efn1vqz5a69d8prNFj6cuIhPpg+lZIgfjw74lDbta1OxckhWGV9fT158rTdr/9qX5zI+++Yp/AOM2XmVKBPCE1NfBaw7008eGk31lvVzlGlxbyda3NsJgMOb97J58RpDG+0AQS1bEtKhA8e+/TZrWmiXLpTt1QuAi6tWce6XX6g4aJAh+cxmCx+/u4iPpg0lOMSPoQ9+Sut2tamQrV4smruB8pVCeO/TR4m9nMiDvSfT+Z47cHV1ZspXT+Lp6UZmhplnHvmMZq1rULteebt/jpen5L+PA6harxLPv/d4vvPtLdOimbDiIPsvxOPl6sSyp1qx7tgl1h+7xOQ/D2O2aF7rXJ2n21TmvT8OGR0XgF/nrSOsQggpts6S7Lx9PXn4xd5sW5v3vsMISz9fRLUmNRg85hEyMzLJSEvPMX/j0vWElA/hkfFPkBibyPuPTeSOjo1wdrFPc8BstvDRxEV8/KV123ti4Ke0umafnBCfwocTF/Lh548TEhpAzKVEAKIi4lgwez0zF72Cm7sLY16ZyaoVu+jWq4ldsgMElw3huc+tx2CL2cKkQWOo1bJejjIePp50H9aXAxvtc5wrqBEf57+/uOuBjtz1gPUHxu4N+/hz/t//yUY74PC3g7xth8pUrVsRLx9PACrXLs/lqFhjAwGBJXypXbcCzs5OBSqflJTK1i2HaN+pQdEGy2bt6n1069kEpRR161cgISGF6Ki462bctvkI7Tpad2yBJXyoVad8gT/jv3Vg32nKlAsirEwJXFycubNrA9au3p+jTGAJb2rVKWu3TDfrxO5DBIQG4V8yMN8y+//eQe12jeyYKm++1arh7JVzp+/s4ZH13JyebujOM3zfacLKBlHaVi863dWA9Wty1gulFClJaWitSU5Jx9fPEycnE0opPD3dAMjMNJOZaUE5+IHAXqIS09h/IR6ApHQzx6ISKeXrxrpj0ZgtGoCdZ2Mp5etuZMwslyJj2bnhAB175N0j7RfoQ5Va5XAqJvuO1KRUju89RtOuzQFwdnHGw9szV7m0ZGu9Tk9Jw9PHE5OT/ZoCuba9rrm3vT9/20m7TnUJCQ0AIKDE1cam2WwhLS2DzEwzqSkZBAX72i37tY7tOkxgaBABITn3yd7+PpSpXh4np+JRLwpr66qdNO3U0OgYRcekbt3DAHb5ia2Uag00BfZprVfa6T354KUvQSk69GpB+54t8i279pfN1GtW0x6xbqnVf+6kabMaeHt73LjwLRIZGUtIKf+sv0uG+BEZGUdQsF+e5des2kOT5tXw9jbmQBwVEU/JEP+sv0uG+LF/7+kCv14Bw5/8CqWg933N6d2v+a0PWUAH1l6/UZ6Rms6x7eF0HdbPjqkK58yiRURv2oSThwc1R4y48QuKSHRkPCWz1ePgED8OXFMv+j7QkteHf0efzuNJSUrjrUmDMJmsDRyz2cITA6Zw7swlevdvSa265ewZHwCF4uOXrfu4dj1a0C6Pfdyx/Sd569H38S/hx31P9ySsYim758xPGX8PaoX6sutszh/+9zUswy97LxiUKqfvpyzhwWe6k5KcZnSUArl8MRpvf2/mfTCbC8fPE1a1LL2G9cHVwy2rTMtebfhu7NdMGDCWtORUHhw1JKte20PUtdteST/Cr9n2zpyKIjPTzHOPfUFyUhr3Pdiarj0aExzixwND2tHvrndwdXehaYtqNG1Z3W7Zr7Xn7x3Ua+8gDVylmPLKNJRStO3RgrY9WuZZLC01nX1bDjJgeF87BxQFVSQNd6XUFq11U9vzJ4BngEXAWKVUQ631e/m8bigwFGDk+8/S+6GuN51h1OfPERDkR3xMAu+/OI3QciWp3qByrnLhO46wdvlmRn323E2/l1FW/LqFPve2tu+b6tyT1HUu0V756w563WtcY1fnEbgwvaNf/vAMwSX9uHwpkeFPTqd8hZLc0bjSrYxYIOaMTA5v3keHIT3yLXN4yz7K1qpo+DCZ6ynbpw9l+/Th3G+/EbF6NWV69jQkh9Y3rhdbNhymSvXSTPnqSc6ducRLT02nXsOKeHm74+RkYsa8l0iIT+HNl77n+NGLVKpi30bxa589h79tH/fRiGmEli9JtfpX93Hlq5Vh0tzRuHu6sWfTAT4bNYOJs9+wa8b8eLo68cUDdzDut3AS066OZX+mbWXMZguL95w3MJ3V9n8O4BvgTaUaZdm/46jRcQrEbLZw7shZej3dl3I1K7Dk84WsnruKux7ullXm8LaDlK4UxpOTn+HS+Wi+eu0LKtapjLuXnTpX8tj2rj37Zs60cOjAOaZMf5K0tAyGPTSVWnXLExDoxfrV+5n76+v4+Hgw+pWZ/P7Ldu7qbv+zjJkZmRzctI+7Hulu9/e+Ga9OfT5rfzHl5WmUKheSY39xxZ4N+6lSp8J/d5gM2PWuMkqpssAPQCnAAkzXWn+ilAoE5gIVgJPA/VrrmIIss6h+Zme/UmQo0Flr/TbQBXgwvxdpradrrRtrrRv/m0Y7QECQtQfYN8CHhm3rcjw8dy/rmaPnmTFpHsMnPoq3nzGVdO7s1TzQdxwP9B1HVGRsgV8XG5vI/r0nad2u3o0L/0vz56zjwX6TebDfZIJK+hFxMTZrXmREHMEl8z5VGRubxP59p2jVtnaRZ8xPyRA/IiNis/6OjIgr1KnV4JLWehRYwpt2HetwYF/Be+tvpaPbDlCqchm8A/LPfqMe+eIkqGlTLu/YYdj7B4f4EZmtHkflUS9+XbKVtp3qoJSiTLkgQsMCOXUiMkcZH18PGjSuxOZ/Dtojdg7+2fZxd7Spy4lr9nEeXu6424b01GteC7PZTEJsot1zXsvZpJj2wB0s3nOe38Mjsqbf2yCMTtWDGb5gt4Hprjq05wTb1+/n2b4T+GTMLPZtP8r/3vrR6FjX5R/kj1+wH+VqVgCgXpv6nDt6NkeZbSu3ULd1PZRSBIUFE1iqBJFnIvJYWtHIte1FxhF0zTEkOMSPZq2q4+Hpin+AF/UbVuTY4fNs23SE0LBAAgK9cXZxol2nOuzbfcpu2bM7vC2c0lWuv08uTrLvLxq0rsvJPNpEAFv/2kmT//IwGcBkunWPAsgERmitawLNgWeUUrWA14BVWuuqwCrb3wXLX/iPXLDlKqUClFIlAKW1jgLQWidh/RBFKi0ljZTk1Kzn+7ceJqxSzt6wSxEx/O/Nbxn65kBKlStZ1JHy1X9gB35aOIafFo4huKR/gV/35+/badOunl2upr9vQBt+/HkkP/48knYd6/Lr0q1ordm7+yTe3u75DpNZtXInrdvVtusV/9eqWbssZ05Fc/7sZTIyMvlzxS7atK9VoNemJKeTZLsgLSU5nc0bD9u9V/WK/TdolKcmpXBq71GqNa9rx1SFkxpxtXEQs3s37qWMG7ZRo3ZZzp6O5vw5a71Y9fsuWrXLWS9CQv3Zvtna03r5UgJnTkZRukwJYi8nkhCfAkBaagbbNx+lfEX77kPSUtJIzbaPO7D1cK5hMHGX4rPOLBwPP4W2aMM6KLKb1LsuR6OS+GbDyaxp7aoE8VTrSjz+4w5SMyzGhctm4LB7+GLJGKYufJPh4wZRp1EVnnsr336nYsEn0Be/4ICshviRnYcpWS4kRxn/kv4c2XkYgISYBKLORlIitITdMmZte7Z98qoVu2h9zbbXukNtdu84YRvHns6BvacpXzGEkqUC2L/nNKkp6WitDdn2rtizZrvDDJPJtb/YdojSeQybS05M4fDuYzRoVcfeEf+ztNYXtNY7bM8TgHAgDOgFXLk90fdA74Ius6jGuPsB27GekNBKqVJa64tKKW/scJIiLiaR/70xA7CeOmzeuSH1mtXkr8UbAOjYuyVLvl1JYlwyP3y0ACDPW0baW3RUHIP6v0NSYirKpJg9809+Xvo23t4ePPfUp4wZ91BW4/7337by8GP/7qzEzWjVphYb1h6gb7fxuLu7MnrCwKx5Lwybxqi3B2T1Uv/x206GPHZnjtdHR8fzcP8PSEpKRZlM/DRzDT8teaPIxsA7Ozsx4o3evDDsKyxmC917N6VSlVIsnLcRgL73t+BSdDyPPPApSUmpmEyKubPWM2fxy8TGJvHaC9btymy20OXuO2jRukaR5LyejNR0Tuw8SLdn+2dN2/7regAadbMOlTq0YQ+VGtbA1d0tz2XY29GvviL+0CEyExPZMXIkZXr2JHbvXmvjXSncSpSg4oPGNYKcnZ144bXevDzsKywWC916NaVilVIsmW+tF73ua8GQJ+5k4pi5DOn3IWjNUy90wz/Ai2OHzzNx9FzMFgvaounQpT4t2xbsx+CtEh+TyGdvWvdxFrOFpnc2pE6zmqxZYt3Hte/Vku1/72bNkg2YnEy4urkwdOxgwy+ibVwugHsbhBF+MZ5fh7UCYPKfh3mrW01cnU3MGmK9O8jOs7GMWrb/eosyzB+LrOu4c5+WxF6K5/VHp5CSZN1n/zp3HR/OHomnvYad5KH3M32Z894szJmZlChVgvteHsjGX/4BoEX3VnR68C7mvT+bj4ZOQmtNt8d64OWX/52JbjVnZydefL03I2zb3j29rdveYts+uff9LahQKYRmrarz8H0fYVKK7n2bUamqtaHZvnNdHntgCk5OJqrWCKOnAdcdpaemc3THIXo/f3WfvHm5dZ/c7J7WJFyO5/PnPyAtORWlTGxYvIbhX75hv+FI14iPSeCL0dY7fJnNZpp2akSdZjX5e4m1XrTrZd0Wd63bS63G1XHzKB7HkaJyK3eD2Yd420zXWk/Pp2wF4A5gMxCitb4A1sa9UqrAv0BVXmM9i4pSyhNr2BM3Krsxcrn9gt0i9QLtt/O7FTItKUZHKDSzTr9xoWJm+RnH2gn+ca543NGjMN5vmv+djYqrw3GOdceJwZ873k3IFg83Gx2h0E4lOla9aBGSYXSEQlt7wdXoCIUW7F48zkQVVLvQbsX2VluVPv/7lrUvjz/drkCf09Zx/TfwjtZ6oVIqVmvtn21+jNY6oCDLsuueWGudXJBGuxBCCCGEEI5OKeUCLAB+1FovtE2OUEqF2uaHApH5vf5ajteFIoQQQgghxE1QSt2yRwHeSwHfAOFa64+yzVoKDLE9HwIsKWj+//T/nCqEEEIIIcQVdr7UpxUwGNirlNplm/YG8B4wTyn1GHAauK+gC5SGuxBCCCGEELeY1no9+d+UpdPNLFMa7kIIIYQQ4rZg8M21/jVpuAshhBBCiNuCcvCrOx08vhBCCCGEELcH6XEXQgghhBC3BRkqI4QQQgghhAMwOXjDXYbKCCGEEEII4QCkx10IIYQQQtwWZKhMETkQU2yj5auGX4LREQrlcJzj1V4Xk5PREQpt8SlPoyMUys5DFqMjFJpuanSCwvsnwtXoCIUS8d0MoyMU2paBDxsdodC+3utldIRCea9VvNERCi3QzfH2cSvOuRkdoVDahRqdIH+O3nCXoTJCCCGEEEI4AMfr1hZCCCGEEOImKAfvcpeGuxBCCCGEuC3If8AkhBBCCCGEKHLS4y6EEEIIIW4LDj5SRhruQgghhBDi9uDoDXcZKiOEEEIIIYQDkB53IYQQQghxW3D0HndpuAshhBBCiNuCycEb7jJURgghhBBCCAcgPe5CCCGEEOK2IENliqmtS1azZ+VGlFIElQ+l2/AHcXZ1yZq/f81WtixYBYCLhytdhvWnZMUwu+fUWvPRpMVsXBeOm7sro8c/QI1aZXKVG/PaLA7uP4uzsxO16pbltdH34ezixIrl25k5YzUAnp6ujHyzH1Wrl7b3x8jy0n3jcfd0w2QyYXIyMe7rlwzLkh+L2cIbj31MYLAfI99/PM8yx8JPM3roJwwf9xDNOtS3c8Lczs78loS9e3D28aHq6HE55kX/8TsXF82nxuSPcfb2MShhTqHebnzQqQbBni5YNPx04ALf7TmHn5sz/+tSizI+bpxNSOPZlQeIT8s0JOPmfw7yv8lLsVgs3NOnKQ8+2jHH/MSEFCaMmkPkxVjMmRb6P9SObr2bADBv5lqWL9qCUlCxaiivvX0/bm4ueb1Nkdn/62oOr9oAWlOtUytq39MhV5kL+w+z5bsFWMxm3Hy86fb2C3bNeC03Nxf+nD8GV1cXnJ2dWPTrZiZ89DMAwx6+i6eGdCHTbGHFXzsZNXG2oVkBti9Zzd4/NoLtONL1+ZzHkaOb9/DPj7+iTAqTyUT7x/tSplZlAxNbvdm4Kq1DA4hJy2DAyp0AvNO8OuV9PADwdnEmMSOTQX/sMjCl1agHxuHu6Y7JpDA5mXj9yxE55qckpvDtxFlcjojFYjZzZ/8OtLy7mUFprRwxM8D26TO5uHMvbr4+3DlpNABnN+8gfMFyEs5fpMO4kQRUKm9wyqInDfdiKOFSLDuW/c2jn72Bi5srSybNIHzdDup2urrh+IeUYMC7z+Pu7cnx7Qf4/bOfGPzBiOsstWhsXH+QM6eimf/L6+zfc5rJExYwY/bwXOW63tOIt999EIAxr85iycLN3Nu/JaXDAvni26fx9fVkw7pw3n17fp6vt6fXP3kaH39vQzNcz2/z1xJWoSQpSWl5zreYLcz+/BfqN61u52T5C2jeihLtOnL2+29yTE+/fJnEgwdwCQw0KFneMi2aif8cY390Il4uTiy9ryHrz8Rwb41SbDgbw7SdZ3jqjrIMu6MskzadsHs+s9nClHcX8eG0oQSH+PHkg5/Sql1tKlQOySqzaO4GKlQK4b1PHyX2ciKDek+m8z13EHs5iQVz1vPDwldwc3dh7Csz+WvFLu7u1cRu+WNOn+fwqg30mPgKJmcnVk78nDINa+MXWjKrTFpSMhu/nkeXUU/jHRRISlyC3fLlJy0tg64PTCApOQ1nZyf+WvAWK1fvwt3dle5dGtHkrldJT88kuISv0VGtx5Ff/ubhqdbjyLLJMzi4bgd1sh1HytWrTuWmdVFKEXXyHMsmf8ujn79pYGqr5ScjmH/0PG81rZY1bdSmQ1nPh9erSGKGMT+Y8/Lix0/j7Zf3MWPN4vWEli/F0xOfICE2kbceepemdzbC2cXY5osjZi7fpjmVOrdj+7Tvs6b5lgml+QtD2TnD+B/KomD+s2PcLRYLmekZWMxmMtIy8A7MeSAIq1kJd29PAEpXr0BCdKwBKWHt6n1069EIpRR16pcnMSGF6Kj4XOVatqmJUgqlFLXqliMyIhaAeg0q4utr/Rx16pcnKjLWjukdz6XIWHZuCKdDj+b5llnx8zqata+Hb0Dx6L0G8KpaDScvr1zTLy6YS0iffkDx6kKISk5nf3QiAEkZZo7GJFPKy43OFUqw4FAEAAsORdC5YpAh+cL3nSasbBCly5TAxcWZjnc1YP2a/TnKKKVITkpDa01KSjq+fp44OVl3mWazhbS0DDIzzaSlZhAUbN+GZuy5iwRXrYCzmysmJydK1azC6S27c5Q5vn4b5ZvVxzvI+qPOw6941OekZOsPZhdnJ5ydndBaM3RwZz74fCnp6dbGZNSl3PtAI1jMV48jmXkcR1w93FC27ruM1PSs50bbGR1PfHr+DfM7ywax8kyUHRPdPKUUqcnW7TAtJQ0vH09MTsW76VJcMwfVrIqrd87jiG9YKD6lQ/J5xX+TMqlb9jBCkfz8U0o1A8K11vFKKQ/gNaAhcACYqLWOK4r3vcKnhD9Nendk2mNjcXZ1ocIdNah4R818y+/5YyMVG+U/vyhFRcZRspR/1t8lQ/yIiozLtyGQmWHmt2XbeenV3rnmLVu4meatahRR0gJSiskvfYlSig69WtChZwtj81zjh08WM/Dp7qQm593bfjkqlq1r9zL606c5Fj7XzukKJ37PLlz8/PEoU9boKNcV5uNG7SBvdkXEE+TpSlRyOmBt3JfwsO/wkiuiI+NzbHfBIX6E7z2do0zfB1ry+vDv6Nt5PClJaYydNAiTyURwiB8PPNSO+7u+g6u7C02aV6NJS/uenQkoW5odPy0jNSERZ1dXzu7cT1DlcjnKxF+IxJJp5re3ppCRkkatbu2p0s740/Umk2LD8olUrlCKL39YydZdx6hSsRStmtbg7Vf6k5qWwesTZrF9z3FDc/qU8KdJn4589bj1OFK+QQ0q5HEcObJxN+tmLiMlLpE+o580IGnh3BHky+XUdM4kphodBbA2cj99ZRqgaNOjBW16tMwxv32f1nwx6hte6zeWtOQ0HhvzECaTsY1gR8wsriomv69vWlGdt5kBXBkY/AmQDEwCOgHfAn3zepFSaigwFGDw28/Trn+3m3rz1MRkjm7ey5NfjcXNy5Mlk2awf/VWanfIfSr71J7D7PljEw++98JNvde/pXXuaderVJPfWcAdjSrRoFGlHNO3bznK0kVbmP79s7c4YeGM/vw5AoL8iI9JYNKL0wgtV5IaDYwf8wmw45/9+AZ4U6lGWQ7sOJpnmR8+WcLAYd2LRe/I9VjS04hasZwKz71odJTr8nQ28fldtRn/zzESM8xGx8miC7DhbdlwmKrVSzPlqyc5d+YSI56aTr2GFbFYLKxfs5+flr+Ot48HY1+Zycrl2+lyTyM7pQf/MqWo26szv0+Yiou7G4Hlw1AmpxxlLGYLl06c4a7Rz2FOz+CXNz8kuGoF/AzuXbNYNM3vfh0/X0/mTn+JWtXK4OzsRICfF217jaZx/crM+nw4NVsbO+TvynHk8enW48iyyTM4sGYrtdrnPI5UbVGfqi3qc3b/Uf75cTn3jTd2H3wjXcoF8/uZaKNjZHn5f8/jbztmfPryNEqVC6Fq/avHjANbD1KmSmle+Ohpos5H8+nL06hSrzIeXu6SWdyWiqrhbtJaXzlP11hr3dD2fL1Sald+L9JaTwemA3xz6Pc8jqwFc3LXIfxCSuBpOzVcrUV9zh08kavhHnniHL9PnUO/scPw8M09DKGo/PzTepYs2AxAzdplibwYezVTRBxBwX55vu7rL34nNiaR18Y8nGP6kcPnmfjWPD7+/An8/O33OfISEGTN7hvgQ6O2dTkefrrYNNwP7TnBjvX72bUxnIz0TFKSUpn69iyeHTsoq8zxg2f4dOxMABLikti1MRyTk4kmbesaFTtP6VFRpEdHc/SdtwHIiI3h2LvjqTRyFC5+edcfe3M2KT7vWpulRyL5/bi1oRCdnE6wrdc92NOVSykZhmQLDvHLsd1FReQ+y/Xbkq0MfLQDSinKlAsiNCyQ0yciuXghhtCwQPwDreNb23Sqw75dp+zacAeo1rEl1Tpae/q2z16KZwn/HPO9Svjj7uOFi7sbLu5ulKpZhcunzhnecL8iLj6ZtZvC6dK+PucuXGbxb1sA2Lb7GBatCQr0IfqycePyT+3OeRyp2rw+5w+eyNVwv6JM7SrEXowmOT4RT9/ieY2Pk4L2YSUY8ucuo6Nk8c92zGjQpi4nD57O0Qje+NsWugzshFKKkmHBlAgNJOJ0BBVqGncRpSNmFlc5eo97UXUr7lNKPWJ7vlsp1RhAKVUNKPIjtW9wAOcPnSQjLR2tNad2H6ZE2ZwHq/ioyyx+9xvueXEwgWEl81lS0ej3QGtmzh/BzPkjaNexDr8u247Wmn27T+Ht457nMJklCzaxecMhxk0anOOU28ULMbz+4neMnTiAchWC7fkxcklLSSMlOTXr+b6thylTqZShmbIbMKw7ny0ey/8WjOb5twdTu1HVHI12gE9/fpP/LRjN/xaMpln7+jz68r3FrtEO4B5WhpqTP6b6hElUnzAJF/8AKr8+utg02gHe61CNYzHJfLP7bNa0P09e4t7q1m3x3uoh/HHykiHZatQuy9nT0Vw4d5mMjEz++n0XrdrVylGmZKg/OzZbz8xcvpTAmZNRhJYpQUhoAAf2nCY1xbp/2bH5KOUr2XcfAmRdbJoYfZlTW3ZTqVXjHPPLNa5HxMFjtvHZ6UQdPYl/mLHbY1CgD362a3Lc3Vzo2LoOh46dZ9nKbbRvWRuAKhVL4eribGijHcA3KIAL2Y4jp/ccJrBMzuNIzIWorLM3EcfOYMk04+FjbOfJ9TQp6c+phBQiU9KNjgJYjxOp2Y4Z4dsOUbpizjoaEBLAoR1HAIi/nEDEmSiCSpewe9YrHDGzyEmpW/cwQoF73JVSLYEK2V+jtf4hn+KPA58opd4EooGNSqkzwBnbvCJVunoFqrdqwPcvTMbk5ETJSmHUv6slO39bD8Add7fmn59WkJKQxB/T5gOgnEwM+eiVoo6WS8s2NdmwLpx+97yLu7sLb45/IGvei09/xRtv3U9wST8mT1hAqdAAnhj8KQDtO9Xlsae68M20lcTFJvP+OwsBcHIy8d1PxgyfiItJ5JM3ZgDW0/QtOjekXjNjrh0ojD8WbQCgc5+WNyhpnDMzppN0+BCZiYkcfOMVSt7Tk8BWbYyOla/GpXzpW70UBy8l8sv91p7oDzadYNqO00y9qxb31yzF+cQ0nvn9gCH5nJ2deOG13rw87CssFgvdejWlYpVSLJm/EYBe97VgyBN38u6YuTzc70PQmidf6IZ/gBf+AV60u7MuTwyYgpOTiSo1wuhxb/4XOxeV1R9+TWpCEiZnJ5o/dj9u3p4cXLkOgBpd2uBfphRhDWqx+OV3USZFtY4tCShn3K1iAUqVDOCrj4bh5GTCZFIs+GUTv63aiYuLE1++/xTb/phMenomj7/0haE5AUKrV6BqywbMfPHqcaTeXS3ZbTuO1L+7NUc27OLA6q2YnJ1wdnXhnlceLhYXqI5vVp1GwX74uzmz7J4mfLX/NEtPRtClXDArTxefi1LjYxL4cvS3AFjMZprc2YjaTWuyduk/ALTt2Ypug7vww6TZjH90Mlpr+gztnu/dXCTz9W2ZOoOo8MOkJyTy67NvUKvfPbh4ebH7+3mkJySy4f3P8StfhtavPWd0VHEdKs+xntcWUmomUBnYBVwZqKq11s/f4HU+QCWsjf2zWuuIggb7N0NljNK3gjGn/W/W4TjjDzCF5VK8h57n6Z3dxt/arjB2HrIYHaHQNjxSpNe7F4nvDnsYHaFQ3u4xw+gIhfbJyoeNjlBoX+8tvj32eXmvVfG4A9B/3R/n3YyOUCjvNu5UbBsYLReuv2Xtyw19W9v9cxa0x70xUEsXpJWfjdY6Adh9w4JCCCGEEEIUsWJwUuxfKWj/5T6g+AxWFkIIIYQQ4jZz3R53pdQyQAM+wAGl1BYg6wbYWuueRRtPCCGEEEKIW0M54JDb7G40VOYDu6QQQgghhBCiiDn6UJnrNty11n8DKKUmaa1fzT5PKTUJ+LsIswkhhBBCCCFsCnrCoHMe0+6+lUGEEEIIIYQoSkqpW/Ywwo3GuA8DngYqKaX2ZJvlA2woymBCCCGEEELcSv/poTLAbOA34F3gtWzTE7TWl4sslRBCCCGEECKHG41xjwPigAFKKScgxPYab6WUt9b6tB0yCiGEEEII8a/913vcAVBKPQu8BUQAV/5bRQ3UK5pYQgghhBBC3FqO3nAv6MWpLwDVtda1tdZ1bQ9ptAshhBBCCJEHpdQMpVSkUmpftmlvKaXOKaV22R7dCrPMAvW4A2ewDpmxm8bBGfZ8u1siU1tuXKgYScos6NdffNTwNxsdodAGVU40OkKhpFu8jY5QaKmZjteFcnfZtBsXKkb++eZpoyMUWoiHY217AHdXTjU6QqF0LF2oNkex8POJFUZHKDRnpY2O8J9hsu/h4jtgKvDDNdM/1lrf1P+VVNCW23FgjVJqOTn/59SPbuZNhRBCCCGEsDd7Nty11muVUhVu5TILOlTmNPAH4Ir1VpBXHkIIIYQQQtx2lFJDlVLbsj2GFvClzyql9tiG0gQU5j0L1OOutX7bFtDH+qd2vPOPQgghhBDitma6hcOOtNbTgemFfNkXwHisN3kZD3wIPFrQFxf0rjJ1gJlAoO3vaOAhrfX+QoYVQgghhBDCEHYe456L1jriynOl1FfAL4V5fUGHykwHXtJal9dalwdGAF8V5o2EEEIIIYQwkukWPm6GUio02599gH35lc1LQS9O9dJar77yh9Z6jVLKqzBvJIQQQgghxO1CKTUHaA8EKaXOAmOB9kqpBliHypwEnizMMgt8Vxml1Gisw2UABgEnCvNGQgghhBBCGOlWjnG/Ea31gDwmf/NvllnQnv5HgWBgIbDI9vyRf/PGQgghhBBC2JNJ3bqHEQp6V5kY4PkiziKEEEIIIYTIx3Ub7kqppdebr7XueWvjCCGEEEIIUTRu9qLS4uJGPe4tgDPAHGAz4BD/r3h6WgZjh31GZkYmZrOF5h3qcf8TXXOUSYxP5ot35hJx7hIurs4MG9WfcpVD81li0dn0z0E+mbQUi8VC9z5NGfxYxxzz163ex9ef/Y4yKZycnHj+lZ7Ub1gRgLkz17Js4RaUgkpVQ3lj3P24ubnYNf+oB8bh7umOyaQwOZl4/csROeanJKbw7cRZXI6IxWI2c2f/DrS8u5ldM2Y36a25bFp7AP9Ab779+ZVc8//4dQc/fWe9DtvDw5UX3riXKtVL2ztmDimJySz4eC4RJy+Agn4vDaB8rYpZ85MTkvn5ozlcvhCNs4sL/UYMoFQF+9fl7J6vVZUmwYHEpWfw7MYdOeb1KR/Go9Uq8eCajcRnZBqU8PoiL8by/tg5xFxKQJkU3fo0p8+ANkbHuiGL2cJrj3xMYLAfr334uNFxcnG0epGSmMzPH83l4skLKAX3jci57aUkpfDTe7OIjYrBYrbQtl8Hmtxl3P7tis3TZnJ+5z7cfX24+/03AUhLTGLDJzNIir6EV1AJWg1/DFdvT4OTOp6oMxH89O73WX/HXIym0+ButOrTPkeZBR/O5vyxM3Qe0p02/TrmXpABtnw5kws79+Hm60PXydZ6cWbTDvYvWE78+QjuHP8KgZXKG5yy6Bl9O8h/60YN91JAZ2AAMBBYDswp7vdvd3F1ZuzUYbh7upGZaWbMk1Np0KIm1epcrZCLvl9FhWqleWXSI5w7GcE3HyxkzNRhds1pNlv4aOIiPv5yKCVD/Hh84Ke0bl+bipVDsso0alaV1u1ro5Ti6OHzjHllFrOXjCQqIo6fZ69n1qJXcHN3YfQrM1m1YhfdejWx62cAePHjp/H2885z3prF6wktX4qnJz5BQmwibz30Lk3vbISzS0Gvi761uvZoTJ/+rXh39Jw854eWDmTK18Pw8fVk8/pwPpwwny9mDrdzypyWfbGIao1rMGj0I2RmZJKRlp5j/pqf/qB05TAeGvsYkacjWPLZzzwx6RmD0lqtOh/B8jPnebFO9RzTg9xcaRAYQGRKqkHJCsbJ2cTQF3tQtUYZkpNSeXbwFBo2q0r5SqWMjnZdv85bR1iFEFKSiuf6dbR6sfTzRVRrUoPBY/Le9jYuXU9I+RAeGf8EibGJvP/YRO7oaNz+7YqK7ZpT9a52bP78h6xp4UtWElKnOrV6deHAkpUcWLqSBgN7GxfSQQWXDeG5z0cC1h/KkwaNoVbLejnKePh40n1YXw5s3GtExHxVbNucql3asfmLq/XCr2xpWr44lO3f5H1MFMXPdc8YaK3NWusVWushQHPgKLBGKfWcXdLdJKUU7p5uAJgzzZgzzahrfmGdPRlB3cZVAQirEELUxRhiLyfYNWf4vtOUKRtEWJkSuLg4c2fXBqxfk/M3kaenG8oWPjUlPes5WBv+aWkZZGaaSUvJICjY1675C0IpRWpyGlpr0lLS8PLxxORk3Imq+o0q4+uXfy9TnQYV8PG1zq9VrzzREXH2ipan1KRUTuw9RpOuzQFwdnHG45pesojTEVRpUA2AkuVCiIm4TEKMfevytfbHxpOQR6/p49Ur8+2RE9jvmv6bUyLIl6o1ygDg6eVO2QohREfGG5zq+i5FxrLjnwN06ml8j29+HKlepCalcnzvMZpeZ9sDSLPt39JT0vA0eP92RcmaVXH1znnH5nPb91CxrbVuVGzbjHPbdhsR7T/l2K7DBIYGERASmGO6t78PZaqXx8nJyaBkeQvOo174hpXCt3RIPq/4b1JK37KHEW7YLaCUcgPuwdrrXgH4FOvdZYo1i9nCq498zMWz0dx1byuq1s55+qd8ldJsXrOXGvUrcXT/aaIuxnA5Mhb/QB+7ZYyKjKdkKf+sv4NL+nFg7+lc5f5etZcvP/2NmMuJvD/V+r/iBof48cCQdtx71zu4ubvQpEU1mrasnuu1RU0pxaevTAMUbXq0oE2Pljnmt+/Tmi9GfcNr/caSlpzGY2MewmQy/sBWEL8u3kLTVjUMzXD5YjReft7M/3A2F46fJ6xqWXoO64Oru1tWmdCKpdn3z24q1KnEmYOniI2IIS46Fp8A+9XlgmgaHMiltDROJiYZHaVQLp6/zLFD56hRp5zRUa7ruylLGPRsd1KS04yOUijFtV5cvhiNt7838z64uu31GtYHV4+r217LXm34buzXTBgwlrTkVB4cNaTY7t9S4xLwCPADwCPAj9R4Y3/c/xfs+XsH9do3NDqGKCRHHypz3T2MUup7YAPQEHhba91Eaz1ea33uBq97XilVtrBhlFJDlVLblFLbfv5+RWFfnoPJycT7P4xg2pIxHDtwmtPHLuSY3/uhjiQlpPDKQx/y28/rqVgtDJOdfx1rnfvXmrr21ADQrlNdZi8ZybtTHuarz34HID4+mfWr9zPv19dZ/MdoUlPS+f2X7UWe+Vov/+953pj+Ms9OGsrfi//hyO5jOeYf2HqQMlVK897Pb/PG1y8z99OFxfY0fnY7tx7l18VbGDr8HkNzWMwWzh89S/PurRj++Su4uruyZu6qHGXa97+TlIQUPhk2mQ1L11G6Slixazy4mUzcX7EsPx47ZXSUQklJTmP8yO95akQvvLzdjY6Tr+3rD+AX4E2lGoXe7RqqONcLs9nCuSNnadG9FS98Yd32Vl+z7R3edpDSlcJ4c87bvPDFKyyeuoBUB9i/iX8vMyOTg5v2UbdNA6OjiNvMjXrcBwNJQDXg+WyNSgVorXV+YzPGA68ppY5hvbB1vtY66kZhtNbTgekAuy//ckvOQXj5eFCrYWV2bTqY4+JTTy93nn7zgSvvy7N936Fk6cD8FlMkSob4EXkxNuvvqMg4gkrmP9ylQaNKnD9zidiYJHZsPUpoWCABgdax5W071WHv7lPc1b1RUcfOwT/I2oPjG+BDgzZ1OXnwNFXrV86av/G3LXQZ2AmlFCXDgikRGkjE6Qgq1Cy+F8AcO3yeD8bN572pj+Pnb+x/EOwX5I9vsB/lalQAoG7r+qyZl7Px4O7lzn0vDwSsdXnSkHEEliph76jXVcrTnRAPdz5tbu2dCnJzY0qzO3hpyy5i0zMMTpe3zEwz40d+T8euDWndsa7Rca7r0J4TbFu3n50bwklPzyQlKZVP3/qR59960Oho11Wc64V/kD9+wX6Uq1kBgHpt6udquG9buYUO/a37t6CwYAJLlSDyTATlahS//Zu7nw8pMXF4BPiREhOHu2/xOiPnaA5vC6d0lTJ4BxS/Iari+opXt1bh3WiMu0lr7WN7+GZ7+Fyn0Q5wHCiDtQHfCDiglFqhlBqilCryvUV8TCJJCSkApKdmsHfrEcLK5xzDlZSQQqZtrOWqpZup2aASnl727VGrUbssZ05Hc/7sZTIyMvlzxS5atauVo8zZ09FZPfOHws+SkWHGz9+TkFIB7N9zmtSUdLTWbN98lAoVS9o1f1pKGqnJqVnPw7cdonTFnBfvBYQEcGjHEQDiLycQcSaKoNLFq1GZXcSFGMa8/D2vjx9A2fLBRsfBJ9AX/6AAos5EAHB012FCyuWsyymJyVl1eetvm6hYpzLudq7LN3IqMZnBf2/m8fVbeXz9VqLT0nhh807DG2f50Vrz0bh5lK0Ywr2D2hkd54YGPn0P05aO4bNFb/LC+EHUaVSl2DfaoXjXC59AX/yCA4i0bXtHdh6m5DXbnn9Jf47sPAxAQkwCUWcjKRFaPPdvYY3qcmLtZgBOrN1MWKN6N3iFuJ49a7bLMBkHZVL6lj2MUFSXvmuttQVYCaxUSrkAd2MdJ/8B1v95tcjEXIrns3FzsFg0WmtadKxPo9a1WLlwAwBd+rbk3MkIpo6bg8mkKFOxFE+9cX9RRsqTs7MTL73em5eGfYXFYuGe3k2pVKUUi+dtBKD3/S1Y8+deVizbjrOLCTc3F96ePAilFLXrlaND57o8+sAUnJxMVKsRRs9+ze2aPz4mgS9HfwuAxWymyZ2NqN20JmuX/gNA256t6Da4Cz9Mms34RyejtabP0O753oHGHsa/Notd248RF5vEfXeN5+GnumDONAPQ876W/DD9D+Jjk5nyrvUyDicnE1/OfsGwvAA9n+nLT5NmYc7MJLBUCfqNGMimX6zruHn3VkSejmDe+z9iMpkoWb4U9774gKF5AV6uW526Af74ujjzbZumzD52ij/ORxgdq8D27z7Jql+3U7FKKMMGfgTAI0/fTdPWNQ1O5tgcrV70fqYvc96zbnslSpXgvpcHstG27bXo3opOD97FvPdn89HQSWit6fZYD7wM3L9dseHTGUSGHyEtIZElz4yiTr97qNmzC/988g3H12zAs0QArV4ofrcLdRTpqekc3XGI3s/3z5q2efl6AJrd05qEy/F8/vwHpCWnopSJDYvXMPzLNwzvUNn4vxlE2erFsmdHUfvee3D19mTn9/NJi09k3eQv8C9fhnavP2toTnF9Kq9x1v96oUrt1Frfkc88D611yo2WcauGythTaU+L0REKZe9lY29ZdjNq+JuNjlBomyMdaz3POGJ8w6Ow/tc81ugIhRaX4VhXSL253c/oCIX2eLVEoyMU2o5L9v2/OP6ttxveaXSEQvv5xL+7hs4Iux3seD2+0Z3Fdgc36O+/b1n7cla7dnb/nEVVE/rnN6MgjXYhhBBCCCFutf/0GPebpbU+XBTLFUIIIYT4f3v3HR1F1cZx/HvTGylAEnrvXaQX6QJKF6mKHeW1IShFpVdBQBAbNmx0QRAQlCa99w5SQk2A9JCQZHPfP3YT0kmU7OzC8zknh+zO3d1flpk7d+88MyvEw8q+jr0IIYQQQgjxL9n7ddxl4C6EEEIIIR4KRl0N5n6x91IfIYQQQgghHgoy4y6EEEIIIR4KUiojhBBCCCGEHbD3UhN7zy+EEEIIIcRDQWbchRBCCCHEQ8HeT06VgbsQQgghhHgo2HuNu5TKCCGEEEIIYQdsdsbdxQ4/UkTE29fHuAO3nI2OkGvV8icaHSHXCnkkGR0hV1oWjjM6Qq7tDLG/dblhYILREXLl0FGT0RFyLX91+9r2AJ4odsfoCA+84p72ty4HuttfZltl7zPuNjtwF0IIIYQQ4n6yw3nhNOw9vxBCCCGEEA8FmXEXQgghhBAPBbmqjBBCCCGEEHbA3mvcpVRGCCGEEEIIOyAz7kIIIYQQ4qFg7zPWMnAXQgghhBAPBSmVEUIIIYQQQuQ5mXEXQgghhBAPBSVXlRFCCCGEEML2SamMEEIIIYQQIs89kDPu8XcS+OC1z0iIT8RkSqJRyxr07t8uTZu/1+xj6U8bAXBzd+G1Id0pXaGIEXEBuHE9nGmj5xN2KwoHpWjXtQGdezdN0+bwvrOMGzyXwCL5AWjUohp9XnnciLgAHFm1kZPrtoPWVGrdmOodWqRZfmH3YfYuWIlyUCgHBxq90J1ClctaPeeubSeZ+dEKkpKS6NC1Hs+81DJDmwN7/mHW1OUkJiTh4+fJ7O8GAPB0+4l4eLji4KhwdHTkm/lvWzs+g58eh7uHK8rBAUdHB0Z/MyjN8u1/7mP1LxsAcPNwpd/gpyhRrqjVcyY7vHIjJyzrReU2jamRbr04vXkPB5f9BYCzuytN+/ekYKliRkQF4OblYBZP/iHldti1m7R49gkadmmeoe2V0xf5etAMnh72PFWb1LJeyHSmjVnIzi3H8c3vxdeL3suwPCryNtPGLOLa5Vu4uDoxaGQPSpcrbEDStAp7uTKjXSX8PVzQwLwjV/nuwBWeLO/POw1LUS6/B53m7+dwcJTRUQEY2nMcbu6uODg64ODowIg5gzK0OXngLAtn/4Yp0YSXjydDZr1hQNLsDXp6HG4erjg4mP+Osd9k/DtEzt3r/bx6MZivJy3g4unLdH/lCZ7o3SKLZ7Kee63LJw+c5bMPvqNgYfP4onbT6nR8vq0RUfOcvc9YP5ADd2cXJ8Z+NgB3D1cSE00M7z+b2g0rU7F6yZQ2gUXyM+GL/+Hl7cG+7Sf4fPJipn5n/UFZMkcnB14e2JFylYpxOyaOt/t9wiP1y1OiTKE07ao+UprRM14yKOVdoUFXObluO10nv4eDkyN/jP+cEo9WxadwQEqbotUrUrJudZRS3LpwhXXTv6PnrBFWzWkyJTF94jJmfNUf/0AfXukzi8bNq1K6bGBKm6jIWKZNXMq0z18msLAfYbei0zzHzG9ew9fP06q50xs683/k8/XKdJl/4fwMn/06nvk8OLzzBHOnLGbknIHWDWgRGnSVE+u20+2j93B0cmTVuM8pUbsqvkXurhfeAQXoPG4grl4eBO0/xuYv59NtcsbBp7UULBbIgNlDAEgyJTGt30gqN6yRoV2SKYm/vvudcrUrWTtiBm061qFTj8ZMGTU/0+Xzv1tP2YpFGD3teYLOhzD7o6VM+fI1K6fMyKQ14zf/w9GQaDydHVnV91G2XAzj1K0Y+v9+lEmtKhodMYN3P8l627sdFcsvM35l4NT+FAj0IzLMNj5wZGZ4Nn2IyL3s3k8vbw+efbsr+7YctXKq7GW3LgOUr1GGtya/bMVExrD3b0619w8emVJK4e7hCoAp0YQp0YRKV9NUqUZpvLw9AKhYrSS3QsKtnDKt/AW9KVfJPOvo4elG8VKB3LoRaWim7IRfvk5AhVI4ubrg4OhI4SrlOL/rUJo2zu6uKMsbn3jnTob/A2s4cTSIosULUqRYAZydnWjVrhZbNx1L02bdHwdo1qo6gYX9APArYF87t/LVS+OZz7wul61aktAb4YZlCbt8ncAKpXC2rBdFqpbj/O6060WhSmVw9TLnDaxQmuhb4QYkzdy5Q6fxK1QQ38D8GZbt+n0zlRvXxNM3nwHJ0qpRuyz5fDyyXB50LphH6pYHoETpAIKvhhF2y/hBZUhMPEdDzB+MYxJMnA29TSEvV86G3uZcWKzB6XJv17r91H6sOgUCzX2Ht5/x64YwnrdfPspULoGj0wM5xBIGy5MZd6WUC9ALuKq1XqeU6gM0Ak4Ac7TWCXnxuqmZTEkMfm4G1y/fpH33xlSoVjLLtutW7KJ2Q+Nn0ZIFXw3l3KkrVKxaIsOyk0cu8kafaeQv6M1Lb3ekZNlCmTxD3vMrUYQ9838nLioaJxcXgg4cw79sxrzndx1i9y8riIuMot1w68/43QiJJKCQb8pt/wAfThwJStPm0sUbJCaaePOlL7gdc4en+zahXcc6AChg0GtfoxR07t6ATt0bWDG9mVKKjwd9BUrRonNDmndqmGXbzSt3UaN+ZSumSyt/iSLsnmdeLxxdXAjan/l6kezE+u2UeKSKFRNm7+jf+6nevHaG+yNvhnNi+2Gen/QGy2cGZfJI21KmQhG2bjxCtUdKc/JoEMHXw7gREoFfAdsZWBbzdqOqvxcHrtvuBIVCMeNd87bXrGNDmqXb9oIvh2BKTGLK258Rd/sOrZ9qSqN2dQ1Kmw2lmDLoK5SlD2mRTR8icsAO3897rcsA/xy7wOgXp+JbwIen/9eJoqWNGV/kNWuenKqU+g7oAIRoratZ7ssPLARKAReAHlrrsJw+Z16VynxveW4PpdRzgBewFGgF1AOey+xBSqn+QH+A0TNep8fz7TJrliOOjg588vNgoqNimTzkey7+c42SZTPWeB7Ze5Z1v+9m4hzbqEuMvX2HCUN/4JVBnfHwckuzrFzFYny/4gPcPVzZs+0E49+by9dLhxmS069YIWp2acOqsbNxdnOlQMmiKAfHDO1K169J6fo1uXb8LHsXrOLJUW9aN6jO5JBYuql/U2ISp45f4ZM5r3LnTgID+s2mSvWSlCjlz+c/vE7BAB/CbkXzzmtzKFE6gFqPlrFSeLMPPn8Tv4I+RIZFMfWdLylcIoCKtTKeK3Bi/xk2r9rFB59Z+T1Oxa9YIWp1acPKMZb1olRRlGPG9QLgypHTnFy/gy4T3rFyyswlJiRyatdRWj/fIcOyP+Yso82LnXBwtI8ZtJ7Pt+SLj3/jtd7TKV2uEOUqFsHRhrJ7ODvyVYeqjPn7LNHxJqPjZGnYZ2/ia9n2pg/+ksIlA6hQ8+62ZzIlcfH0JQZPH0D8nQQm/W8WZaqWpFDxgGye1fpGpOpDPrL0IZUy6UNEztjj+3mvdblkhWJ8tHAEbh6uHN55nM8++I6J8943MHHesfJVZeYCs4EfU903DFivtZ6slBpmuT00p0+YVwP36lrrGkopJ+AKUERrbVJK/QwcyupBWus5wByAE+Er70sRklc+d6o9WpYDO05mGLhfOHOV2RMXMfKTV/D2MbaGGSAx0cTEoT/Qol1tGresnmF56oF83caV+fyjpUSEx+Dja0z2Sq0aUalVIwB2/7ICzwK+WbYtXKUckcE3iYuMxs3beqUo/oE+hFwPT7l9IySCggHeGdr4+Hni7uGCu4cLNWuX5p/TVylRyp+CAT6AuXzmsZbVOHE0yOoDd7+C5gzefvmo/Vh1zp0IyjBwv3T2Kt99tIjBU1/By+B1uXLrRlRubV4vdmWxXty6cIW/v5jHEx8OwC2fbZQmnd17gsJli+Hl551h2dUzQSyxnMB6OzKaM3uO4+DgQOVGGWvhbYGnlxvvju4FgNaafh0nUqhIxvIfIzg5KL7qUJVlJ4NZc/am0XGy5Ztq23ukaXXOnwhKM9jx8/fFy8cTV3dXXN1dqVCzDJfPXrW5gXvqPuRRSx9i6wNNW2aP7+e91mV3z7vjixoNqvDLjF+JCo+W8yL+I631ZqVUqXR3dwaaW37/AdhELgbueTUF42Apl8kHeAA+lvtdAec8es0UEWHRREeZ6yXvxCVwaPcZipYKTNPmxvUwJg+byzuje1O0hH9eR7onrTUzxy2ieKlAuvZtlmmb0JuRaMsM8qljQegkjXc2da55LTbCXDMbfSOU87sOUa5JnTTLI67dSMl789wlTImJuOaz7qCyUtXiXA66ydXLoSQkJLJ+zUGaNEtbmtGkRVUO7T9PYqKJuNh4jh8JomTpQGJvx3M7Jg6A2Nvx7NlxmjLlrHvo8E7sHWJvx6X8fmzPaYqmO2H5VnAYn374Pf0/7EOhEsYPGJLXi6gboZzfeYjy6daLqBuhrJ36NS3f6odvkcDMnsIQR/7eR/VmGctkAN75fhTvzDX/VGlSiydff9pmB+0A0VGxJCQkAvDHsl1Ur10Gz3RH8IwytU1Fzobe5pv9l42Okq07sXeIS7XtHd9zOkPpQK3G1Thz+DymRBN34uI5dyKIwiVtZ52GjH3I0T2nKVbmwSyBsAZ7fD9zsi5H3Lo7vjh34iI6SRs+CZRXHO/jj1Kqv1Jqb6qf/jmIEKi1vgZg+TdXO+68mnH/FjiJ+e/6AFislDoHNAAW5NFrpgi7GcnMsfNJStLoJE3jVjWp26QKa5ZuB6Bdt0Ys/PZPoiJu8+WUpYC5tGbaD8Ydsj9+6AIbVu+jVLnCvNFnOgDPvd6eG9fNZU9PPNWIbRsOs3rJDhydHHBxdWbIhGdSTv40wl9TvyEuOgYHR0eavNwDVy8Pjq/dAkCVtk05v/MgZ/7ehYOTI44uzrR+50Wr53VycuSd4V0YPOBrkpKSeLJLPUqXK8Rvi3YA0KVHQ0qVCaR+44o8//R0HJSiQ7f6lClfiKuXb/H+O+ZZVlNiEm2eeIT6ja17LkREWDSfvv+dOYMpiQZtalOjfmU2/GZel1t2acTy7/8kOuI2P07/FSDTS0Za09qp33AnyrJevGJeL45Z1ouqbZuyb/EfxEXFsOXrhQA4ODrw1JQcTzbkifi4eP45cIqOb/ZMuW/Pqq0A1H2yiVGxsjTx/Z85vPcfIsJj6NN+HM+++jimRHPJSYfujQg6H8yUkQtwcFCULBPIoJE9DE5sVreID09VKcSJG9H80df8gW7KtnO4ODowtkV58rs7833n6hy/Ec2zyw4bmjUyLJrPPjRve0mmJOq1rk21+pXZtNy87TXv3IgipQKpVq8io1/8GOWgaPpkfYqWMf6ym6lFhEUz8/27f0dDSx8i/p2s3s/UfXL4rUhGvTKD2Jg4HBwUaxdvZvJPQ9PMaltTTtblfX8fYtPy7Tg4mscX/Uc9a+j4Ii/dz6vKpK4UsRalM6sBvh9PrFQRAK31VaWUL9AaCNJa787J4+9XqYw1OTvYV+TlF21jBi43ni1vf1ee+Ccy8xpvW7UzxMXoCLlW2N1266Sz0jAwz8/Rv6+afm07J7bm1C+9Y4yOkGsutnMqQo7UD3jS6Ai5titkldERci0+yegEudO00JM2O+qfePCv+zZYe79Wm3v+nZZSmZWpTk49BTTXWl9TShUGNmmtc3wt3Dy7jrvW+mqq38OBJXn1WkIIIYQQQtyLlU9OzcwKzBdpmWz5d3luHvxAfgGTEEIIIYQQ6Vn5cpDzMZ+IWlApdRkYhXnAvkgp9RIQBDydm+eUgbsQQgghhBD3mda6dxaLWv3b55SBuxBCCCGEeCg4Gl8q85/IwF0IIYQQQjwUbKDG/T+xs/PXhRBCCCGEeDjJjLsQQgghhHgo3M/ruBtBBu5CCCGEEOKhYO+lMjJwF0IIIYQQDwX7+krEjKTGXQghhBBCCDsgM+5CCCGEEOKhIKUyeaS4p4fREXJNKfs6ANOuWJTREXLNz6WE0RFyrUy+IKMj5ErpfLFGR8i1m3H2d/DQ3y2/0RFyZcyT0UZHyLVS+ZKMjpBr+V29jY7wwCvvYzI6Qq45O3gaHeGBYe8np9rf3k4IIYQQQoiHkM3OuAshhBBCCHE/yTenCiGEEEIIYQfsvcZdSmWEEEIIIYSwAzLjLoQQQgghHgr2PuMuA3chhBBCCPFQsPeBu5TKCCGEEEIIYQdkxl0IIYQQQjwUHO38Ou4ycBdCCCGEEA8Fey81sff8QgghhBBCPBRkxl0IIYQQQjwU7P3k1Ad24H7+3HXGjPiRk8cv8b+3OtHvhTbZtp8ycSErlu1g655PrBMwE+fPXWP0hz9w8ngQr7/dhX4vPJ5pu107TzDz4yUkJWk8PFwZPeEFSpQMsHJaiL+TwIcDPiMhPpEkUxINW9ag1yvt0rQ5uu8sk4d8T0CR/AA0aF6dHi9l/ndZw4b1e/h01iIcHBSOjo4MG/4ctR+tlKFdv2dGERMTC0DorUiq1yjLrNnvWS3nrm0nmTVlBUlJSTzZtR7PvNgyzfLoqFjGfzCf4OvhmBKT6NWvGU90qQtAj/YTcfd0xdFB4ejkyNfz3rZK3k9T5e2bLm9U5G0mj1rE1cu3cHFxZuiYHpQpVwiART9tZtWy3SgFpcsXZtiYHri6Oud55mTxdxIYYVmPTVmsx7/9vJEta/cDYDIlceVCMN/9MZZ8Ph5Wy5ne6pU7mPvtHwC4e7jy/ohnqVipRIZ27w+Zw/Fj53FycqJa9dJ8MKofzs620fXv/m0jh//cAUrhX6owT77dFycX6/3fZ2fq6IXs2nIc3/xefLM447Z/cO9ZRg6aS2FL39akZTWe7W9c35bM3vYjtmrH1pN88tEKTElJdOpWj34vpe3TtNbM+Gg527ecxM3NmRHjelKxSjEung9hxJCfU9pduRzKK/9rS69nm7L+z0N8+8VfXDgXwrfz3qRy1eJW+3sunLvOmBE/WcZEHXk2izHR2BE/ceJYEFprSpQKZPSEZ/HwcLNaTmuQgbuN8vHx4L1hPdi04dA92x4/epGoyNtWSJU9Hx9PhgzvxcYNB7JtN2nsL0z/9HXKlC3Movmb+ParVYyZ+IKVUt7l7OLEmNkDcPdwJTHRxAf9Z/NIw8pUrFYyTbvKtUrzwbSXrZ4vMw0aVKdFyzoopTh16iLvvvMJv6+ekaHdjz+PSfl94FvTaNGyjtUymkxJzJi0jOlf9sc/0If+fWfRpFlVSpUNTGmzbOF2SpYJZPKsFwkPjaZvlym0efKRlAHZzK9fw9fP02p5P5m0jGmWvK/2nUXjdHl//mYD5SsWYcKM57l4PoRPJi1jxpxXuREcwa/zt/Lj0vdwdXNm1Hs/sWHNQdp3rmuV7GBej0enWo8/7D+b2g0rUyHVetzlmRZ0eaYFAHu2HGPlgs2GDtoBihT155u5Q/H28WTrlsOMH/0DPy0YkaFd+w4NmPDRKwAMf+8rlv26hR69Wlg7bgZRt8LZ9/vfvPz5+zi7uvDb5O84vnk/NVrXNzoaAG071qFLz8Z8NHJ+lm2q1yrNhFkvWTHVvdnbfsQWmUxJTJu4jJlz+hMQ6MOLvWfRtHlVSqfq03ZsPcmlizdZvHIoxw4HMWX8Ur6d9xYlSwfw4+JBKc/TqfU4mrWqBkDZcoWYNL0fH4371ep/k7ePJ+8Oe/qeY6JBQ7vj5eUOwPQpS1g072+ef7mtNSKKHHpga9zzF/CmavVSODk5ZtvOZErik2lLeWtwNysly1pOMyulUmaDo6NjKRjga4V0medw93AFwJRoIjHRhK1/kPXwdEMpc8rY23e4V+CYmFh27zpGq9bWG0ieOBpE0eIFKVKsAM7OTrRqW4utm46laaOUIjbmDlprbsfG4+3jgaOjMZtz+rwtM8l74VwwteuXB6Bk6QCuXw0l9FYUYN4G79xJIDHRxJ24BAr6e1s1f2brcXa2/nWAJm0esUa0bNV6pBzePuYPZzVqlCU4OCzTdk0fq4FSCqUU1aqXISQ41Joxs5WUlERifAJJJhMJdxLIl9+6//fZqfFoWcM/nP0b9rYfsUXHjwZRrERBilr6tNbtarF5Y9o+bfPGY7Tv+Kh5u6pZkuioOG7eiEzTZu+uMxQtXoDCRfwAKFUmkJKljTmqkb9AvhytF8mDdq01d+ISQNn6Xj33HJW+bz9GyLMZd6VUWaArUBxIBM4A87XWEXn1mv/GwnmbaNaiBv7+PkZHybERY/vx1muf4urmjKenOz/MH2ZYFpMpifeen8H1yzdp91TjNLOUyU4ducg7z3xM/oI+PPdWR0qUKWRA0rvW/bWbmTPmcys0gs+/yP69W/fXbuo3qIaXl/V24DdDIgko5Jty2z/Qh+NHgtK06darEcPfnkvXNuOIjbnD6I+ewcHBMnBXMHjA1ygFnZ5qQKfuDaye90S6vGUrFGHz+iPUeKQ0J44EEXwtnBvBEVSsUoxe/ZrRo90EXNycqdugAnUbVczTvJkxmZIYco/1GOBOXDwHd57kZRv4oJ/ab0u30Lhp9WzbJCQksur37bw3vI+VUmUvXwFf6nVtyecvjsLJxZnSj1SidO3KRsfKleNHLtK/5zQK+Hvz6jsdKVXW2L4tN2xpP2JrbgRHEhDom3I7INCHY+n6tBshkQSm6/duhESkmXj4a80h2rQ3/kN+bo358Ee2bT5G6bKFeOe9p4yOc9/Ze6lMnkzRKaXeAr4E3IC6gDvmAfwOpVTzbB7XXym1Vym197tvVuZFtDRuhISz7s/99OyTZSSb9MuP65j15Zus2TCFTl0bMX3KYsOyODo6MP2nwXy9YiRnjwdx8Z9raZaXqVSMr377kBk/v8sTPZrw0ZDvDUp6V+s29fh99Qxmffous2ctzLbtH6u388STja2UzEzrjJ/iVbpZj93bT1OuYhGW/TWCbxe+w4zJy4iJjgPg87mv8+2CgUz97GWWLdrOwX3nrJ43/SxN3xdbEBUZy0s9pvPrgm2Uq1gER0cHoiJvs3XTMRasGs7SP0cQFxvPn6v25WnezDg6OjDtp8HMWTGSM8eDCEq3Hifbu+UYFauXtqmZ2D27TvDb0i28PejpbNtNGvcztR+tQO1HK1gpWfbiom9zZtcRBnwzijd+GE9CXDxHN+4xOlaOla9UjHmrPmDOwsF06dWEUYPmGh0pV2xpP2JrNPfug7lHP52QkMjWTcdo9XiN+54vr40a348/Nk6idJlC/LnG+v2xyF5eHVt/BWintR4PtAaqaK0/ANoBGQuKLbTWc7TWdbTWdV58uUOuX3TR/E30fmoCvZ+awI2Q8Hu2P3niEpeDbtDliZF0ePwD4uLi6dx+ZK5f979YOG8jvbqNpVe3sTnKHBYaxZlTl6heowwAj7erw6ED/+RxynvzzOdO1dplObDzZJr7PTzdUsoQHm1UmcREE5Hh0VbNNv+XtTzVdQhPdR1CSMjdMoE6datw6VIwYWGRmT4uPCyKI4fP8lgz686Y+Af6EHI9POX2jeCIDOUjq5fv4bFW1VBKUaxEQQoXzc/F8yEAFAwwHz3yy+9F0xbVOHE07UyREXk9vdwYPrYn3y4axAfjexERFkPhovnZu/MMhYvmxze/F07OjjRtVY2jBy/mad7seOZzp1om63GyresO0vRx42bQFs5bT89uo+jZbRQhIWGcPnWJsaPmMuPTN/H19crycV99vpywsCgGD+1lxbTZu3DwFL6BBfDwyYejkyMVGtXkyonzRsfKMU+vu31b/Sbmvi0iLMaQLA/KfsRWBAT6EBIcnnI7JJM+zT/Qh+Bs+r0dW09SsXJR8hfIl9dxs7Ro/t/0eWoifZ6amKP1IjVHRwfatHuUDX9lf66EPXJQ9+/HCHl5cqoTYAJcgXwAWusgpVSeXTKgR+/m9OjdPMftmzarzp9/f5Ryu0ndgSz/Y2weJMtazz4t6Nkn5yeK5fP2IDoqlosXgilZKpBdO05Q2qDSk4iwaJycHPHM586duAQO7zlD12fTnnkfdisS3/z5UEpxxnKmej4f65w0max337b07ms+uSbo4nW01iilOH7sHAkJifj6Zt6xrl27k2bNa+Pq6mLNuFSqWpzLQTe5eiUU/wBv1q89yMiJacsbAgv7sm/XWWrWLkPorSguXbhBkWIFiI2NRycl4eHpRmxsPHt2nOb5V1tbJe+1K6EUDPBmw9qDjEiXNyoyFjd3Z5ydnVi5dDc1Hi2Np5cbgYX9OH44iLjYeFzdnNm/6ywVqxbL07zpZbYed0m3HgPERMdy/MA/vD3auFKTnn1a0bNPKwCuXb3Fu29/xrhJr1CyVNZ9wNIlm9m+7Shfffve3XIqG+Dt78fVkxdIiIvHydWZi4dOU6ic9a6y8V+F3ozEr4C5bzt5NIgkrfH2NeZIjD3vR2xR5arFuXTxJlcvh+If6M26NQcZMzntdt+0eVWWzN9Gm/a1OHY4CM98bmnLZP44aHiZTI/ezejRu1mO22utuXzpBsVLBKC1ZsumI5QqHXjvB9oZey+VyauB+zfAHqXUTuAx4CMApZQ/YJUzo27ejODZnpOJiY5DOSjm/7yBxctH4uXlzlsDZjNizDP429jJODdvRPBMzwkpmef9tI4lK8bg5eXOm6/NYuTYfvgH+PLhmH68N/ALlHLA28eDUeOeMyRv2M1IPh03nySTJklrGreqSZ0mVVi7dDsAbbs1YseGw6xduh0HRwdcXJ0ZNO6ZjIccreivP3exYvlmnJwdcXN14ePpA1PyDOg/iTHjXyUgwHx5tz9Wb+flVzpbPaOTkyMDh3Xh3QFfk5SUxBOd61G6XCGWL94BQOenG/LcK62ZOHIhz3WfBlrz2sAn8PXz5OrlW3ww6AcATIlJtG7/CPUbZ7zcpbXzXjwfzMQPF+LoqChZJpCho81lHVWql6BZ6+q80vsTHB0dKFepKB2fytua/PTCbkYye9x8TCaN1ppGmazHALs2HaFmvYq4ubtaNV9W5ny5gvCIaCaN+wkARycH5i0aBcAbr81g5NjnCQjwY+LYHylcpADP9ZkAQMvWj/Lq/zoZljtZkYqlqNi4Ft8PnIKDoyOBZYpSq10jo2OlmDD8Zw7t+4eI8Bh6tRvHc689nnLicsfujdi87jC/L9mBo6Vv+3CSsX1bMnvbj9giJydHBr/fhYEDvibJlESHLvUoU64QSxeZ+7RuPRrSqGkltm85wdNPTsbVzYUPx/VIeXxcbDy7d5xh6Ii09eGb1h9h+qTlhIdFM/j176hQqQiffPmKVf6mmzcj6Nfzo1Rjoo0sWj7CMib6jBFj+lKgoDej3v+RmJg4tNZUqFiMYSNs5yidMFOZ1qfejydWqipQGTiqtc78uHM2ohM2GHO67n+gVPZna9uaC1FRRkfItQo+1p2NvR9C7+Rtqcr9ZncbHnAzznZmknOqTD4/oyPkysJz1i1xux9aF403OkKu5Xe1nSvr5ISnU85ndG1F6J0VRkfINWcH6x6p/q/yObcy/lNsFtZc/uO+7ebaFWtv9b8zz0pltNbHgGP3bCiEEEIIIYQVOBh0Gcf7xf6mqYQQQgghhHgIPbDfnCqEEEIIIURq9j5jLQN3IYQQQgjxULD3q8rY+wcPIYQQQgghHgoy4y6EEEIIIR4KjnY+4y4DdyGEEEII8VCQq8oIIYQQQggh8pzMuAshhBBCiIeCvZ+cKgN3IYQQQgjxULD2wF0pdQGIAkxAota6zn95Phm4CyGEEEIIkXdaaK1v3o8nstmBu0nHGx0h19wcChgdIVc0UUZHyDVnBw+jI+RadIJ9HZfzc7W/E3cC3ZOMjpBrzg6eRkfIlfyukUZHyDVtf6syDjgbHeGBFx5vX30yQAHXBKMjPDDs/eROe88vhBBCCCFEjih1P39Uf6XU3lQ//TN5SQ38qZTal8XyXLHZGXchhBBCCCFsldZ6DjDnHs0aa62vKqUCgL+UUie11pv/7WvKjLsQQgghhHgoqPv4kxNa66uWf0OAZUC9/5JfBu5CCCGEEOKhcD9LZe79WspTKZUv+XfgceDof8kvpTJCCCGEEELcf4HAMmUe5TsB87TWa/7LE8rAXQghhBBCPBSsWWqitT4H1LyfzykDdyGEEEII8VBQyg6vE5uK1LgLIYQQQghhB2TGXQghhBBCPBTs7+u30pKBuxBCCCGEeCjk5GowtuyBGrhrrZk2eSnbtxzHzc2ZkeP7UqlK8QztxnzwC/v3ncXLyx2AUeP7UKFSMaKjYhk5/CeuXwvDZErimeda0LFrA2v/GWlsXL+P2Z8uwUEpHJ0cGTLsGWo/WtHQTMni7yQwYsBnJMQnYjIl0bBlDXq90i5Nm99+3siWtfsBMJmSuHIhmO/+GEs+Hw8jImdq164j/O9/4ylWLBCANm0a8sYbvQ1OZXbjejjTRs8n7FYUSinadW1Al95N07TZ8fdRfvpyLQ5K4eDkwKuDOlO1Vuk8z7Zj60k++WgFpqQkOnWrR7+XWqZZrrVmxkfL2b7lJG5uzowY15OKVYoBMP+nzfy+dDcKKFu+MB+M64GrqzOfTlvJ1r+P4+zsSNHiBfhwbE/yebvnSf6d204y86MVJCUl0aFrPZ5Nlz/ZiaOXePXZTxkz5RlatKlB0IUQRg75OWX51cuhvPy/tvR4pmmmj88rG9bv4dNZi3BwUDg6OjJs+HPUfrRShnb9nhlFTEwsAKG3IqleoyyzZr9n1awAsdG3WTJ9IdcvXEMpeHpwb0pWubuexsbEsmDyz4TfCCPJlMRj3VtQt219q+dM9vGYhezachzf/F58vSjj+xUTFcvkEfMIuR6OyZRE92eb0a7Tf7o8832xauUO5n67GgB3D1c+GNGPipVKZGg34v1v2Lf3VMp+cOyEl6lUOWM7kdaN6+F8PMrSJzso2mfWJ286yo9frrVsmw70H9yZalbok1PL6XhIa80Xn65i/Z8HcXRw4KmejenZtxmREbcZN3IeVy7dxMXVmRFje1O2fBGr/g0icw/UwH37luNcuniDX1d9yNHDF/lo/GK+nzco07ZvDepMq8drpblv8YItlC5TiOmz+xMWGs3THSfQrkMdnJ2Ne5vqN6hK85a1UUpx+lQQ7w76lBWrphqWJzVnFydGzx6Au4criYkmPuw/m9oNK1OhWsmUNl2eaUGXZ1oAsGfLMVYu2GxTg/ZkdepU4auvRhkdIwNHJwdeHtiRcpWKcTsmjrf6fULt+uUpUaZQSptadcvT4LGqKKU4f+Yqk4b/xJwlQ/M0l8mUxLSJy5g5pz8BgT682HsWTZtXpXTZwJQ2O7ae5NLFmyxeOZRjh4OYMn4p3857i5DgCBb/spV5v72Hm5szH7z7E+vWHOTJznWp17A8A95uj5OTI5/NWMWP327g9XeezJP80ycuY8ZX5vwv95lFk3T5k9t98ckq6jW6+2G5RKkA5i4alLK8a5txPNay2n3PeC8NGlSnRcs6KKU4deoi777zCb+vnpGh3Y8/j0n5feBb02jRso41Y6ZY8fkyKtStxLMjXyAxIZGEO/Fplu9YsZXAkoG8MO4VosOjmfrSRB5p+ShOBvW/j3esQ+cejZkyan6my5cv3k6JMoGM++QlwsOiebHbR7RqX9vQ/QVA0aIF+XbuMLx9PNm65TDjRv/AzwtGZNr2ncE9aNO2rpUT2jdHJwdeeSdVn/zsJzxSvzwlU/fJ9crToNndPnnisJ/4+te87ZPTy+l4aOVvuwi+Hs7iFe/j4OBA6K0oAOZ+8xcVKhVl6syXuXAumCkTF/P5N29Y9W/IK3Y+4f5gnZy6eeNRnuhUF6UU1WuWIioqlps3InL8eKUUt2/HobXm9u07ePt44Oho7Fvk4emG5fqfxMbeSfndFiilcPdwBcCUaCIx0ZRt+61/HaBJm0esEe2Bkb+gN+UqmWepPTzdKFEqkJs3ItO0cfdwTVkv4mLjrbKOHD8aRLESBSlarADOzk60bleLzRuPpWmzeeMx2nd8FKUU1WqWJDoqLiW7yZTEnTsJJCaaiItLoKC/NwD1G1XEyckRgKo1ShASnPPtNzdOHA2iWPG0+bduOpah3a/zt9GsdXX88ntm+jz7dp2haPECFCrilyc5s5Omb7h95557o5iYWHbvOkar1tYfqMXFxHHuyD/Ua2c+gunk7IS7V8YP8Hdu30FrTXzsHTzyeeBgYP9bo3bZbCcZFBAbY84be/sO+byN318A1HqkPN4+5vW1Ro2yBAeHGpzowZK+Ty5eKpBbIcb3yenldDz066JtvPxaWxwczOtu/gL5ADj/z3Xq1q8AQKkygVy7Esqtm5EZHm+PHNT9+zFCnkwNKKV8gOFAF8DfcncIsByYrLUOz4vXDQkJJ7CQb8rtgEAfQkIiKOjvk6HtF5+u4tsv11CnfgXeeKcTLi5OPN27Ke+++TVPtBzJ7Zg4Jnz8fMrKbKT16/Ywc8YiQm9F8tmX7xodJw2TKYkhz8/g+uWbtHuqcZrZ9tTuxMVzcOdJXh7czcoJc+bgwVN06vQmAQH5GTr0RcqXz/zvMFLw1VD+OXWFSlUzHs7evvEIcz9bTXhYNGNmvJTnWW4ERxIQ6JtyOyDQh2NHgtK2CYlMsz36B/pwIySCylWL0+e5ZnR9fAKubs7Ua1iB+o0yln+tXLaH1u3u6+Vv02QLSJ0twIfj6fMHR7B5w1Fmfv0qk49dyvR51q05ROt2xn0YXffXbmbOmM+t0Ag+/2LYPdvWb1ANr0wGzHkt9PpNvHy9WPTxPK6du0rR8sXpPKArLu6uKW0adW7K3FHfML73KO7cjqPvB8/ZRP+blc49GzPyne/p1XYst2/f4cNJz9hc3mVLN9OkafUsl8+etZQ5X66gXv0qvD2oOy4uzlZMZ/+S++SK1TL2yds2HmHubHOfPPaTvO+T08vpeOjypZv8teYAm9Yfxs/Pi8HDu1GiZADlKxZh47rD1KpdlmNHLnL9WhghwREUKOht5b9EpJdXvcwiIAxorrUuoLUuALSw3Lc4j14TMrk0p8pkGur1gR1YvOJ95i54l8jI2/z47TrAXPNavmJRVm8Yy89LhjB14hKio+PyLG5OtWpdlxWrpvLJ7HeYPWuJ0XHScHR0YNpPg5mzYiRnjgcR9M+1TNvt3XKMitVL22SZTNWqZdmw4VtWrPiUZ5/tyOuvTzA6Ugaxt+8wYegP9B/UGQ8vtwzLG7WozpwlQxkx9Xl++nJtnufRmWxsGWaVdOZtIiNvs2XjMX79Yzi/rxtBXGw8a1buS9Nu7pz1ODo50PbJ2vc1991o984/c+oKXhv4RJazqAkJiWz7+xgtHq+RJxlzonWbevy+egazPn2X2bMWZtv2j9XbeeLJxlZKlpbJlMSVM5dp2KExA794Dxc3FzYuXJ+mzem9JylSpigfzh/DwC/e47fZvxIXY3z/m5W9O05RtmIRFqwdyZfzBzF7yjJibGB/kWzPrhP8tnQLbw/qkenyt97pzm8rJ/LLwpFERETz/TerrZzQvsXevsP4IT/w6uDOeGbSJzduUZ2vfx3KyI+f50cr9MkZ5HA8lBCfiKurEz8ufJcu3RsybqS5NKzfS22IirxN3+5TWDRvMxUqFcXRybY+mP5b6j7+GCGv/hdKaa0/0lpfT75Da31da/0RkOXZL0qp/kqpvUqpvXNz2Iksnr+Fvt2n0Lf7FAoG+BB8PTxlWUhwBP4BGT8dFvT3QSmFi4sTHbvU59jRi4C51qtF65oopShewp8iRQtw8XxwTv/m+2bBvL94uuv7PN31fUJCwlLur1OnEpcuhRAWFmX1TPfimc+darXLcmDnyUyXb113kKaP206ZzC+/rKJz57fo3PktYmJi8fQ0n6DVrFkdEhNNhIbmTYnGv5GYaGLC0B9o3q42jVtmPXsGUL12Wa5duUlEeEyeZgoI9CEkODzldkhwREq5SzL/wLTb4w1Lmz07z1C4WH788nvh5OxIs1bVOHLwYkq7Vcv3sm3zccZM6pNnh5gDAn0ISZ0tJIKC6fqKU8cuMXroL3RvP5FNfx1h2oSlbN5wNGX5zq0nqVCpaMqhZWuY/8tanuo6hKe6DiEk5G4JRJ26Vbh0KZiwsMwPZYeHRXHk8Fkea2bMNuhb0Bcffx9KVC4FQI2mNbly9nKaNnv/3E31JjVQSlGwqD/5CxUg5JL1+9+cWrtiD01aVkcpRdHiBSlUJD+XLoQYkmXBvPX06DaSHt1GEhISxulTlxgz6ns++fQtfH29Mn2Mv7+vZT/oTOeuTTl69LyVU9uvxEQT44f8QIuc9smX875Phn83HgoI9KVFa/ORzeatanD29FUAvLzcGDm+L78sGcLoic8QHhZDkaIF8vxvsAal7t+PEfLqLJqLSqkhwA9a62AApVQg8DyQ+TFnQGs9B5gDEBG/JkdfbfV076Y8bTmje+vmYyyet4XH29fm6OGLeHm5ZVomc/OG+XCR1pq/NxyhbLnCAAQW9mPPrtM88mhZbt2MJOhCCEWLWX9F7dWnDb36tAEg6OJ1tNYopTh+/DyJCYlZdsTWFhEWjZOTI5753LkTl8DhPWfo8mzGK3PERMdy/MA/vD26jwEpM9e375P07Ws+6fHGjbCU9/jw4dMkJSXh52cbhwO11nwybhHFSwXSrW+zTNtcvXSTwsUKoJTi7MnLJCaY8M7jIxuVqxbn0sWbXL0cin+gN+vWHGTM5LT/v02bV2XJ/G20aV+LY4eD8MznRkF/bwoV8uPY4SDiYuNxdXNm766zVK5qrhndsfUkP3+/kc+/G4Cbu0ue5a9UtTiXgtLmHzUpbf7Ff7yf8vuEEQto9FiVNCehrvvjIK3bW3cg3LtvW3r3bQuk6xuOnSMhIRFf38w/RKxdu5NmzWvj6pp372l28uX3xsffj5BLwQQUD+TMgdMElEh7IrBvgC9nDpymdPWyRIVFceNyCAUK2+5AIaCQHwd2n6H6I2UIuxXFpYs3KGzQwKZXn1b06tMKgGtXbzH47dmMn/QKJUsVyvIxN26E4+/vi9aajev3U65cUWvFtWtaaz4Zu4jipQPp9ozt9Mnw78ZDzVpWZ+/uM3TqWoD9e89SoqS5ujkq8jZu7i44Ozux/Ncd1Hq0LF6ZHFkQ1pdXA/eewDDgb6VUgOW+YGAF8HQevSaNm1Zh++bjdHtiHG5uLowYf3dHPHDAl3wwpjf+AT6MGPYT4aHRaDQVKhZl2MieALz0alvGfvgLvbtORqN5Y2BHfP2MHSSv+2sPvy/fipOTI65uLkyZ9obNnKAadjOS2ePmYzJptNY0alWTOk2qsHbpdgDadmsEwK5NR6hZryJuqepZbcnatduYP381jo6OuLm5Mn36EJt5j48fusCG1fsoVa4wb/SZDsBzr7cn5Lr5SMyTTzVi24bDrF+1DycnR1zcnBk28dk8z+/k5Mjg97swcMDXJJmS6NClHmXKFWLpoh0AdOvRkEZNK7F9ywmefnIyrm4ufDjOfMi+ao0StGhdned6foKTowMVKhelc3fzSYvTJv1GQnwib786x9K2JENHPJUn+QcN78KgAV+TlJTEk5b8v1nyd+nRMNvHx8XGs2fnGd7Lg2w59defu1ixfDNOzo64ubrw8fSBKf/vA/pPYsz4VwkIyA+Yy2RefqWzYVkBurzejfmTf8aUmEiBQgV4+t0+7Fi5DYCGHRrTqm9bFk2dx/T+H6G15omXOuLpY1z/O+H9nzm89x8iwmPo3X4c/V59POUE/I7dG9H3ldZMHbWQV3p8DGhefutJfPwyP4nZmuZ8uZzwiGgmjvsJMK/r8xaZr5j1+mvTGTX2BQIC/Hh/yFeEhUWhNVSsVJwPRz5nZGy7cezQBdZb+uTXk/vk/7XnRnKf3L0RW9cfZv1qS5/s6sywSXnfJ6eX0/HQcy+1ZuSwn5j/4ybz5UPHmC+FfP5cMGM++BkHBwdKly3Eh2Ns4xLJ94Nt7N3/PZVZrWeevqBSL2itv79Xu5zOuNsSN0fbnR3KzJlI2z0MnZVqfhWMjpBr/0SeMjpCrvi52t2mh8n+IuPrYl/XzF59KfPzV2zZIwUSjY6Qa/5u9rUfcXdqZHSEXDsX9bvREXKtgKt9nTjs49LOZsfHJ8NX3rc9RiXfDlb/O40402DMvZsIIYQQQghxf8nlIDOhlDqc1SIgMItlQgghhBBCiCzkVY17INAW8+UfU1PA9jx6TSGEEEIIIbJkszU8OZRXA/eVgJfW+mD6BUqpTXn0mkIIIYQQQmRJKTs8KSqVPBm4a62z/JowrbXtXBNQCCGEEEIIO5FXM+5CCCGEEELYFCmVEUIIIYQQwg7YyNe0/GtGXA5SCCGEEEIIkUsy4y6EEEIIIR4K9j5jLQN3IYQQQgjxUJBSGSGEEEIIIUSes9kZ9zhTvNERcs3JIdboCLni62J/1zKNT4o0OkKuRcTb1+fjL064Gx0h18bX8TA6Qq5FxgcZHSFXYhJdjI6Qa9dj7WvbA/B0uml0hFxxt9lRRNbscd8Xa2djIh+jA2TDzifcbXfgLoQQQgghxP0kpTJCCCGEEEKIPCcz7kIIIYQQ4qFg5xPuMnAXQgghhBAPBwc7H7lLqYwQQgghhBB2QGbchRBCCCHEQ8HOJ9xl4C6EEEIIIR4OStnf5UBTk1IZIYQQQggh7IDMuAshhBBCiIeClMoIIYQQQghhB+QLmIQQQgghhBB57oGacd+17SSzpqwgKSmJJ7vW45kXW6ZZPn/uJv5avR8AkymJi+dDWLFxNOFh0Ywe8nNKu6tXQnlxQFt6PNPUqvnPn7vG6A/ncvJ4EK+/3YV+L7TNtN3unSf45OMlJCQkUrlKSUaOew4nJ0erZgWYOnohO7ccxze/F98ufi/LdiePBfHmc5/y4eRnaNa6phUTZrRh/V5mz1qCg4PC0dGRocOfpfajFTO0G/reZxw/eh4nJ0eq1SjLyNEv4uxs3OaSZEri/ZdmkN/fhyFTX860zT8nghjRfyZvj+1H/RbGvs8Hv/6R4INHcPXOR/NJIwG4unsfp5atIvrqdZqOGopvmZKGZkxt1e/b+f7bVQB4eLjxwcjnqFipRIZ2zz8zgdsxcQCEhkZSrXoZPpn9tlUy7tx2kk8+WoEpKYmOXevR76W0/dvaVfv5+fuNALh7uPLeB90oX7EIwdfDGffBAm7disJBKTp1r0/Pvtbt225eDmbJ5B9Sboddu0mLZ5+gQZfmKfddOHyGBWO/wbdQAQAqN6pBsz7trJozM0mmJEa+PAM/fx8GT0m77cVE3ubrSQsIuXoLZxcnXh7ei+JlCls1379dLwAW/LSZ35fuBgVlyxfmg7E9cHV1tmp+e7Fj6933uVO3jO/zhfMhTBixkFMnrvDqm+3o+3xzAIKvhzP2gwXcuhmFg4Oi81P16WnlsUVmJo9axI7Nx/HL78XcX981Oo5V2fmE+4MzcDeZkpgxaRnTv+yPf6AP/fvOokmzqpQqG5jSpvfzzelt2Zi2/X2cRT9vxtvHA28fD75bNCjleZ56fByPtaxm9b/Bx8eTIcN7sXHDwSzbJCUlMeqD7/ny20GULFWILz5dzsrl2+nylPU7grYd69C5Z2M+Gjk/yzYmUxJfz1xFnYYZB8dGaNCgGi1aPopSilOngnj3nVn8vvrjDO2e7NCYyVP+B8DQdz9j6ZJN9Ozd2tpxU/yxeDNFSwUQG3Mn0+VJpiTmfb6SmvVs430u3rQhpdo05+BXc1Puy1e0CHXf6s/h7+cZFywLRYv5890P7+Pt48nWzYcYO+p7flk4KkO7uT9/kPL7oLc/pUXLR6ySz2RK4uOJy5j5VX8CAn14qc8smjavSulU/VuRovn57LsBeHt7sGPrST4au4RvfnkLR0cH3ny3AxUrFyMmJo4Xe82kXoMKaR6b1woWC+S12UMA87o6vd9IKjWskaFdiapl6DPmVavlyom1izdTpGQAsbczbnsrflpHifJFGTjpRa5eDOaH6UsZPnOA1bL9l/XiRnAEi+dtZd6y93B1c+bD935i3ZqDPNm5rtXy2wuTKYlpE5cxc475fX6xd8b32dvbg3eGdWHzhqNpHuvo6MBbgztQsYp5+3uh10zqNbTu9peZ9p3q0K1XIyZ+uMDQHEaw91ITe8+f4sTRIIoWL0iRYgVwdnaiVdtabN10LMv26/84QOt2GXe6+3adoUixAhQq4peXcTOVv4A3VauXznb2PCI8BmdnJ0qWKgRA/UaVWf/XfmtFTKPGo2Xx9vHIts1vC7bStFUNfPN7WSlV9jw83VCWArfY23dSfk/vsWa1UEqhlKJa9bIEB4daM2Yat0LCObD9BC06NsiyzZolW6jfvAbefvmsmCxrBSqVx8XTM819+YoWxqtwIYMSZa/WI+Xx9jHnrVGz3D3/v2NiYtm96zgtWj1qjXgcPxpEseIFKWrp31q3q8WWdP1b9Vql8PY2b49Va5QgJDgCgIL+3lSsXAwAT083SpYJ4EZIhFVyZ+b8odPkL1QQ38D8hmXIqdCQcA7uOEGzLLa9KxeCqfpoeQCKlAzk5rVQIkKjrJbvv6wXYB6Q3rmTQGKiibjYBAr6e1stuz05fjSIYiXSvs+bN6Z9n/MX8KJKteIZ9t8F/b2pWOXu9leqtLHbX7Kaj5Yhn3f2+29xfyil2imlTimlziqlhv3X57P6wF0p9UdePO/NkEgCCvmm3PYP9Mly44iLjWfX9lM0a109w7INaw/Rqr11ZtH+DV8/LxITTRw/egGA9X/uJ/h6mLGhsnAjJIKtG4/SsXtDo6Oksf6vPXR84l1eHzCVseP7Z9s2ISGRlSu20rhJxtlBa/lx5m/0+V8HHLL4kBF6I5w9m4/QuksjKyd7MC379W+aNM3+/3vDun3Ub1AFLy93q2S6ERJJYOr+LcCHG8FZ7/xXLttNwyaVMtx/7UooZ05epWr1jGVA1nL07/1Ua14702WXT17gy9c/4pcRXxJy8ZqVk2X086zf6DUg622vRLki7N18BIB/jl/kZnAYoSHhVsv3X9YL/0Afej/XjK5tJ9Cp9Ti88rlRv5FtHLGzNTeCIwkI9E25HZDN+CI7166Ectrg7U+YT069Xz/3fi3lCHwGtAeqAL2VUlX+S/48GbgrpWpn8fMoUCubx/VXSu1VSu396du1uXpNrTNeUD+r2dRtm4+bZyHSzRYnJCSy7e9jtGhj3CDtXpRSTPq4Px9/tJBne07Aw8MVR0fbPHDy+cfLeeWtJ20uX6s2dfl99cfM/PQdZs9anG3bCWO/59E6lXi0TsZBkDXs33YMbz8vylQqnmWbH2cup8+ADjjY2Ptsj3bvOsGypZsZOLhntu3+WLWT9k9kfQTkvstF/7Zv91l+X7aH/w18Is39t2/f4f3BP/L2e53w9HLLk5j3YkpI5NSuo1RpUivDssLlijNw7mhe+2wo9To1ZeG4b6wfMJUD247h7etF6Wy2vY7PtCIm6jYfPP8xf/26lZLli1p3O/wP60Vk5G22bDzGktXDWfHXCGJj41mzcl+exrVXmpy/z1m5ffsOwwf9yMAhxm1/Ipm6jz/3VA84q7U+p7WOBxYAnf9L+ryqcd8D/E3mf5VvVg/SWs8B5gAEx67I1Vdb+Qf6EHI9POX2jeCILA/7bVhzkFaZlMns3HqS8pWKkr+A9coNFs7byLIlmwH49Mu38Q/wvedjatYqy3c/DQVgx7ZjBF0MzsuI/9rp45cYP9x80m9EeAy7t57A0dGRJi2se/7A/F/+5Ncl5pOzPv9qCAEB5jKoOnUrc/nSV4SFReGXSYnJF5/9SmhYFJ+MecmqeVM7dfg8+7ce4+COEyTEJxIbE8fsMT/zxqhnUtqcO3mJWaN+AiAqIoaDO07g4OhA3ccyHlESdy2Yt46li/8GYPZXgwgPi2LMyG/57Kt38fXNurQrPDyao0fOMePTt6wVFf9AH4JT928hERQMyNi/nT19lUljFjP9s5fx8b1bqpSYYOL9QT/y+BOP0DyTI43WcmbvCQqXLYaXX8bsrh53BzPl61Zl1WdLuB0RjYePMWV2p4+cZ/+2YxzaeXfb+2LszwwYeXfbc/d0o//7vQHz5NGgp8cTUKSA1TL+l/Vi784zFCmaHz9LGWPzVtU4cugi7TpYp/zLngQE+hASHJ5yOySb8UVmkre/tk8au/2J+08p1R9Ifeh+jmUsm6wocCnV7ctA/f/ymnk1cD8BvKq1PpN+gVLqUibt/7NKVYtzOegmV6+E4h/gzfq1Bxk5sU+GdtFRsRzcd44PM1m2fs3BTOve81LPPi3o2adFrh4TeiuS/AW8iY9PYO63a3ip/xP3fpABfll590S+j0YtoEHTylYftAP07vs4vfs+DkDQxetorVFKcfzYeRISEjMdpP26eCPbth7hm+/fx8HBuJns3gM60HtABwCO7z/Lyvmb0gzaAWYt+TDl9y/Gz6d24yoyaM+BXn1a06uP+YTja1dvMeitT5kw+VVKlcq+Dv/PNbt5rHktXF1drBETgMrJ/dvlUPwDvVm35iCjJ6Xtw65fC2P4oB8ZNaE3JUr5p9yvtWbi6EWUKhNA737NrJY5M0f/3ke1ZpmXyUSHRuLplw+lFFdOXUTrJNy9PTNtaw09X+tAz9fM296J/WdZvWBTmkE7QExULK5uzjg5O7Hp951UrFkWd0/rzab+l/UisJAfxw4HERcbj6ubM3t3naWSpRZbpFW5anEuXUz7Po+ZnHEMkRmtNRNGLaJkaeO3P2Gm7uN1ZVJPOGf5cpk87L+8Zl4N3EeTdRnOm3nxgk5Ojgwc1oV3B3xNUlIST3SuR+lyhVi+eAcAnZ8211lv2XCUug0r4O6edqcbFxvP3p1nePfDp/IiXo7cvBHBMz3HExMdh3JQzPtpHUtWjMXLy503X5vJyLHP4R/gyw/fr2XL34fRSZruPZtTr0FlQ/KOH/4zh/b9Q0R4DD3bjeO51x7HlGgCoGN326y3/uvPPfy+fAtOzo64urowdfqbKYc8B/SfwpjxrxAQ4Me4Md9RuEhBnultvrJIq9Z1GfB6NyOjp/HXsu0AtOlqm+/zvs+/5daJ08RHR/PX28Op2K0Dzp6eHP1pIfFR0eya/hk+JYrRYIj1Zq2z89UXvxEeEc3EsT8C4OjkwPzFYwB4/dVpjBr3YsqRmrV/7OLFl5+0aj4nJ0cGDe/COwO+xpSURIcu9ShTrhDLFpn7t649GvL9V+uIDL/NxxOXmv8GR0e+m/82hw9cYM3K/ZQtX4jnekwH4NU329OoqXX7jYS4eM4dOEWHN++WIe1dtRWAOk824fi2g+xdtQ0HRwecXJzpPvT5XJcjWMP638zbXqsujbh6MZivxs/DwcGBoqUCeXlY9iVW99t/WS+q1ihBizbVeb7XJzg6OlChUlE6d7di+ZcdcXJyZPD7XRg44GuSTHff56WW97lbj4bcuhnJC71mERMTh4ODYuHPW5n/27ucPX0tZfvr97R5+3vtLetvf+mNGfYLB/ea99/dHx/PCwMe58mu9QzNZC1KWXUy7jKQut6uGHD1vzyhyqw2PC8ppV7QWn9/r3a5LZWxBV7OvkZHyJWwO8af2Z5bAe7WvUby/XA01DZLmbIy7x/rnHB5P42vY39XR4hJCDE6Qq6svWK9Iwz3Szlvk9ERcq1sPvvKXMCtk9ERci30zgqjI+RafJLRCXKnkHsn2/vUbREev/q+jS99XZ7I9u9USjkBp4FWwBXMpeR9tNZZX/bwHoyoARhjwGsKIYQQQoiHnvVOTtVaJwJvAGsxl5Ev+i+DdsijUhml1OGsFgHGfuuAEEIIIYR4KN3PGvec0FqvBlbfr+fLqxr3QKAtkP4C4wrYnkevKYQQQgghxAMrrwbuKwEvrfXB9AuUUpvy6DWFEEIIIYTIhs2W3+dIngzctdZZXvhaa52zaygJIYQQQghxH1n5qjL3nX2nF0IIIYQQ4iGRV6UyQgghhBBC2BgplRFCCCGEEMLmWfuqMveblMoIIYQQQghhB2TGXQghhBBCPBTsfcZdBu5CCCGEEOIhYd/FJjY7cL922/7e2PI+RifInYG77CwwMLnONaMj5NqV2za7mWWqsIfJ6Ai5ZtJ3jI6Qa/b2Lq+76mZ0hFw7FGpv7zI08I83OkKudC1ldILc+992X6Mj5FrvMjFGR8iVziWNTvDgsq8RhRBCCCGEEP+SUlIqI4QQQgghhB2w74G7/dWjCCGEEEII8RCSGXchhBBCCPFQkKvKCCGEEEIIYRfsu9jEvtMLIYQQQgjxkJAZdyGEEEII8VCQUhkhhBBCCCHsgL1fDlJKZYQQQgghhLADMuMuhBBCCCEeEvY94y4DdyGEEEII8VBQdl5s8kAP3JNMSQx/cQb5/X0Y+vHLaZZduRDMFxMWcv70ZXq92p6OfVoYlPKu8+euMfrDuZw8HsTrb3eh3wttM223a+cJZn68hKSkJDw83Bg94QVKlAywctq7Lv84l8gjh3HKl48KI8ekWXbjr7VcX7qEylOn4+SVz6CElizXw5k2ej5ht6JwUIp2XRvQuXfTNG0O7zvLuMFzCSySH4BGLarR55XHjYibIjb6NoumL+T6hWsooMe7vSlVpXTK8o2LNnBg/V4ATElJhAQFM2bxeDy8PQ3Je2TVRk6u2w5aU6l1Y6p3SLttXdh9mL0LVqIcFMrBgUYvdKdQ5bKGZE1m3vZ+SLXtZf5//uKzU7gdEwdAaGgU1aqXYvqnr1sl465tJ5n50QqSkpLo0LUez7zUMkObA3v+YdbU5SQmJOHj58ns7wYAEBUZy0djFnP+7HWUUgwb8zTVapaySu7Uznz/A2GHj+CcLx+PjB0FwMXflhN64BDKQeGcLx/lXnweV19fq2fLyv45P3H94BFcvfPRavIIAK7s2s/JpauIunqdZmOG4FempMEps3bjUjDzJv6Qcjv0+i3aPNueJt2aGxfqAXAx1X6vsmW/d3XFb0QcOohSCqd83pR87gWcbWRdjo2+zZLk/YiCpwf3pmSq/cimRRs4sMG8H0kyJRFyKZhRi4zbj+QtmXG3WasXbaFoqUBiLTva1Ly8PXj+nS7s3XzUgGSZ8/HxZMjwXmzccDDbdpPG/sz0T9+gTNnCLJq/kW+/WsmYiS9aJ2Qm/Bo2okDzFlya+12a++NDQ4k+cRzn/PkNSpaWo5MDLw/sSLlKxbgdE8fb/T7hkfrlKVGmUJp2VR8pzegZLxmUMqPfPl9GpTqVeG7kCyQmJJJwJz7N8hY9WtKih3kQd2zHUTYv/duwzjY06Con122n6+T3cHBy5I/xn1Pi0ar4FL77wbJo9YqUrFsdpRS3Llxh3fTv6DlrhCF5k93d9g5k2+67n4ak/P7u21/QvGWtPE5mZjIlMX3iMmZ81R//QB9e6TOLxs2rUrpsYEqbqMhYpk1cyrTPXyawsB9ht6JTls2aspz6jSsyflo/EhISiYtNsEru9AIaN6Rwyxac+fb7lPuKtn2ckl06A3B13QYu/b6Kcs/2NSRfZko81oAybZqx76u7g1/vYoWp93Z/Dn43z8BkOeNfPJC3vzCvt0mmJCb2HUXVxjUMTmX/CjRshH/zFlxMtd8LbNOWIp26ABCyYT3XVv1Oib7PGpQwrRWfL6NC3Uo8m8V+pHmPljS37EeO7zjKFgP3IyJ7eXK8QCnlrZSapJT6SSnVJ92yz/PiNdO7FRLOge3HadmxfqbLffLno1yVEjg6OVojTo7kL+BN1eqlcbpHJqUUMTGxAERHx1IwwNcK6bLmWb4Cjp4ZN/BrSxZSqFt3bOXTbf6C3pSrVAwAD083ipcK5NaNSINTZS8uJo5zR/6hXvsGADg5O+Hu5ZFl+4Mb9/NIi9rWipdB+OXrBFQohZOrCw6OjhSuUo7zuw6laePs7ppyVn/inTvYwgn+5m2v1D23vWQxMXHs2X2K5q1q5W0wixNHgyhavCBFihXA2dmJVu1qsXXTsTRt1v1xgGatqhNY2A8AvwJe5qzRcRzad44OXesB4OzsRD5vd6vkTs+nQgWcPNOuv07ud7Mkxd+xkd7iroKVyuPslbZ/y1e0MPmKBGbxCNt19uBpChQuiF+gbUym2DOv8hVw9Ei7XjimX5dtoXMj1X6kXQ73I5v2U8vA/UheU0rdtx8j5NWM+/fAGeBX4EWl1FNAH631HaBBHr1mGj98spy+r3cg9vYda7ycVY0Y24+3XpuFq5sznp7u/DB/uNGRMog8dBBnXz/cixU3Okqmgq+Gcu7UFSpWLZFh2ckjF3mjzzTyF/Tmpbc7UrJsoUyewTpuXbuJl48XC6fO4+q5qxQrX5zO/+uKq7trhrbxcfGc3HuSrm88ZUBSM78SRdgz/3fioqJxcnEh6MAx/MtmfI/P7zrE7l9WEBcZRbvhrxmQ9L/ZuO4A9epXwsvLOgPgGyGRBBTyTbntH+DDiSNBadpcuniDxEQTb770Bbdj7vB03ya061iHq5dv4evnxcSRC/nn1DUqVCnG20M64+7hYpXsOXFx6W+E7NiJk7s71d4bZHScB9ahTfup2fzBHZDZgqu/LSN01w4c3d0p9867RscBIPT6Tbx8vVj08TyunbtK0fLF6TygKy5Z7EdO7T1Jl9eN24/kPdv4QPVv5VWFflmt9TCt9W9a607AfmCDUqpAdg9SSvVXSu1VSu399Yc1//rF9207jrefF2Uq2eag8b/65cd1zPryLdZsmEqnro2ZPmWR0ZHSSIq/Q8ia1QR27GR0lEzF3r7DhKE/8Mqgznh4uaVZVq5iMb5f8QGz5w2mY88mjH9vrjEhLZJMSVw5c5mGHRsz6Mv3cHFzYePC9Zm2Pb7zKKWqljb08KZfsULU7NKGVWNns3r8ZxQoWRTlkHEWu3T9mvScNYLHh/Rn74JVBiT9b9as3k27J+pa7wW1znhfutkeU2ISp45fYcqnLzHti1f4Yc56gi7cwGRK4vTJK3R5uhHfLXoHd3cXfvlug5WC50zJbl2oO3Uy/g3qcW3DRqPjPJASExI5sfMY1R+rZXSUB1qRLl2pNmkKfvXqc3OTbWxnpuT9SIfGDPwiB/uRKsbuR0T28mrg7qqUSnlurfUEYA6wGchy8K61nqO1rqO1rvPUc+3+9YufOnyefVuP8Ua38cwc+TNH953l09G//Ovny0sL522kV7cx9Oo2hhsh4fdsHxYaxZlTl6leowwAj7erw6ED/+RxytyJv3GD+Js3OTN+LCc/GEZCeBhnJ44nISLC6GgkJpqYOPQHWrSrTeOW1TMs9/Byw93DPAtRt3FlEhNNRITHWDtmCh9/X3z8fShZuRQANR6ryeUzlzNte3DTAUPLZJJVatWIp6YOo9O4d3D18sSnsH+WbQtXKUdk8E3iIqOzbJNXzNveWHp1G5ujbS9ZeHg0x45coEkz69UJ+wf6EHI9POX2jZAICgZ4Z2hTv3FF3D1c8PXzpGbt0vxz+ir+gT74B/pQtYb5yEfzNtU5dfKK1bLnRsH69bi1L/vzDMS/c2rPCYqWK0Y+P2MvEvCwyF+3PuEH9hsdAwDfgub9SInk/UjTmlw5m/l+5NCmAw90mQyYrypzv36MkFev+juQ5pIHWusfgMFAfKaPuI/6DHiSL5aPZPbSD3l77DNUe7Qcb462nZOdUuvZpwULlo5iwdJR+OegVj2ftwfRUbFcvHAdgF07jlO6TOE8Tpk7bkWLUWXqdCpNmEylCZNx9vWj3Psf4uzjY2gurTUzxy2ieKlAuvZtlmmb0JuRaMvs5qljQegkjbdP1rWAec07vze+/n6EXAoG4MyB0wSWzFhbGxsTyz+H/6Fqw2rWjpgxS0QUANE3Qjm/6xDlmtRJszzi2o2U9/jmuUuYEhNxzWf92R3ztjeSBUtH5mjbS7Zu7T6aNquBq6tz3oVLp1LV4lwOusnVy6EkJCSyfs1BmjSrkqZNkxZVObT/PImJJuJi4zl+JIiSpQMpUNCbgEBfgi6EALBv11lKlbGd+uzY4OCU30MPHsK9sHGlaQ8yKZPJe3Gp1uWIwwdxC7SNdTlffm980u1HAkpkvh85d8Q29iN5S93HH+vLkxp3rfWQLO5fo5SamBevmRN/LdsOQJuujQi/FcnwFz8hNiYO5aBYvXAL0+YNwcPT7R7Pkndu3ojgmZ7jiYk2Z5r30zqWrBiLl5c7b742k5Fjn8M/wJcPxzzLewO/RCmFt48Ho8Y9b1hmgKBv5xBz+jSJ0dGcGP4egR06kb9x03s/0MqOH7rAhtX7KFWuMG/0mQ7Ac6+358b1MACeeKoR2zYcZvWSHTg6OeDi6syQCc8YfoJRl9e7MW/Sz5gSE8lfuAA93+3D9t+3AdCoY2MAjm49TMVHK2Za+25tf039hrjoGBwcHWnycg9cvTw4vnYLAFXaNuX8zoOc+XsXDk6OOLo40/qdFw1/j83b3oR0294Yy7Y3i5Fj+6UM7tf+sYfnX/r3RwT/DScnR94Z3oXBA74mKSmJJ7vUo3S5Qvy2aAcAXXo0pFSZQOo3rsjzT0/HQSk6dKtPmfLmgcPAYZ0ZO3w+CQmJFClWgPfH9rBq/mSn5nxDxKlTJEZHs+e9oZTo1JGwI0eJvR4MSuFaID9lbeiKMgB7Zn/HzROniY+OZs2b71PpqSdx8fTk8I+LiI+KZufHn+NTshiNhr5pdNQsxcfFc3b/Kbq9bcz/+4Po/DdziLbs944Oe4/CHTsRcfQod4Kvg1K45C9A8T7PGB0zRZfXuzF/snk/UqBQAZ5+tw87Vpr3Iw07mPcjx7YdpkLtipnWvgvboXRmtZN5+YJKBWmtM56tls7BWyutG+w+KO/jfe9GNuS5zUYnyL3JdYwvt8mtE+H2ddXV0xH2lRfgtcq2c6JlTsUk2te6PGyPffVvAP5uJqMj5FoD/zw/KH1fdS3V3ugIudZro/3t/HqXMa5k89/oXLK9zZ4Bmph06L6NL50calr978yTPbRS6nBWiwDbOUYrhBBCCCEeGkYf4f2v8mpqLRBoC4Slu18B2/PoNYUQQgghhHhg5dXAfSXgpbU+mH6BUmpTHr2mEEIIIYQQ2TDmajD3S16dnJrl98VrrftktUwIIYQQQoi8ouQLmIQQQgghhBB5zf4uHyGEEEIIIcS/Yt8z7jJwF0IIIYQQDwV7v6qMlMoIIYQQQghhB2TgLoQQQgghHhIO9/Hn31NKjVZKXVFKHbT8PJGTx0mpjBBCCCGEeCjY2FVlZmitP87NA2TGXQghhBBCCDugtNZGZ7A6pVR/rfUco3PklL3lBfvLbG95QTJbg73lBclsDfaWFySzNdhbXrDPzLZEKdUf6J/qrjk5fT+VUqOB54FIYC8wWGsdds/HPaQD971a6zpG58gpe8sL9pfZ3vKCZLYGe8sLktka7C0vSGZrsLe8YJ+Z7YlSah1QKJNFHwA7gZuABsYBhbXWL97rOaXGXQghhBBCiPtMa906J+2UUl8DK3PSVmrchRBCCCGEsCKlVOFUN7sCR3PyuId1xt3e6rnsLS/YX2Z7ywuS2RrsLS9IZmuwt7wgma3B3vKCfWZ+UExRStXCXCpzAXg1Jw96KGvchRBCCCGEsDdSKiOEEEIIIYQdkIG7EEIIIYQQduCBH7grpboqpbRSqlK6+x+x3N/WqGxZSZ9ZKeWglJqllDqqlDqilNqjlCptdE4ApZTJ8lW9h5RS+5VSjVItK6GU+lMpdUIpdVwpVcrAqClSZT5myT1IKeVgWdZcKZWjM7utKVXm5J9hlq9LnpSuXS2l1AmjcqaWSeZSSikXpdT3lvX4kFKqudE5AZRS0eluP6+Ump3uvkNKqfnWTZY5S//wU6rbTkqpG6nXXaVUF6XUYaXUSUvf0d2YtHdZck9Ldftdy7WMk7/++13L725Kqb+UUqMMipqcr5hSarlS6oxS6h+l1EyllItlWROl1G7L+3vScj1nw1m2s6Pp7kv93joppW6m7zuMlF1mpVQDpdQuSx9yInl9MYpSalP6cYNSaqBSarVlO0teP8oqpc4ppbyNSQpKqRlKqYGpbq9VSn2T6vY0y/5PK6XeTHX/bKXU89ZNK3LqgR+4A72BrUCvLO7vbfVE95Y+c0+gCFBDa10d89nH4cZEyyBWa11La10TGA6k3hn8CEzVWlcG6gEhRgTMRHLmqkAb4AnA0AFCDiRnTv6ZDMzHvG6k1guYZ/14mUqf+QLwCoBlPW4DTEv+0GTLlFKVMfeXjymlPI3OA8QA1ZRS7pbbbYAryQuVUjWBj4HOWutKQEfgI6XUo1ZPmtYdoJtSqmBWDSwDn1+BfVrrMVZLljGHApYCv2mtywMVAC9gglKqEObt7DXL+9sEeFUp9aRReXPhceAU0MPyN9q6H4D+WutaQDVgkbFxmE/G8UQvzPu+zcC7lvs+Az7QWkdaMVt624FGYJ4ABAoCVVMtbwRsw7xvfjv5Q4ewbTa/w/wvlFJeQGPgJVJtaJbOqjvmb6x6XCnlZkjATGSRuTBwTWudBKC1vpyTb9cygDcQBqCUqgI4aa3/AtBaR2utbxsZLjNa6xDM33r2hp3sxFJorU8B4Uqp+qnu7gEsMChSTlQB1kPKex8O2MOXf/QBfgL+BDoZnCXZH0DyQLE35gFFsneBiVrr8wCWfycCg62aMKNEzFexeCeL5U6Y198zWuthVkuVuZZAnNb6ewCttQlz7hcxv49ztdb7LctuAkMAozPnRG9gJhAENDA4S04EANfA/H+gtT5ucJ4lQAellCuYjxZgnljbCrwPvKyUGgI4a62NPkK3DcvAHfOA/SgQpZTys+SvjHmffQNzv/ycISlFrjzQA3egC7BGa30aCFVK1bbc3xg4r7X+B9iEecbVVnQhY+ZFQEfLocJpSqlHDE2Ylrsl10ngG8zf/gXm2alwpdRSpdQBpdRUpZSjcTGzprU+h3lbCDA6SzaS3+fkn+SZ9pTZH6VUA+CW1vqMYSnTSp15meW+Q0Bny+H60sCjQHHjIqZI8/4CY9Mt7wksxPx+28pRugVAL8vEQw1gV6plVYF96drvxfzByWifAX2VUj6ZLBsCJGqtB1o3UqYyvIeW2dMgoGz6ZZjf36rYMMsRmlaYv+jFltbl7MwATimllimlXjV6ok1rfQvYDbSz3NULWKjNwoGPMM++/8+YhHdpra8CiUqpEpgH8Dsw9xMNMU+YHAbiLc0nA4NtdT8t7nrQB+69uTv7uIC7nVRW99uCDNm01peBiphLUZKA9UqpVgblSy+5HKIS5o7sR8vMtRPQFPPMX12gDOYjHLbK1mfb05edLLTcvwDobjkM2ou0s65GS525q+W+74DLmAc5n2A+lJtoUL7U0ry/wMjkBUqpusANrfVFzLNStZVSfgblTKG1PgyUwtxnrE63WGG+NnD6+wxnGfz+CLyVyeKtQEOlVAXrpspUZu9h8v1ZLbOF6ytnlUEDHYCNlqOfvwJdbWSglmVmrfVYzIPMPzEf+VpjtVRZS10uk77fbQ8EYxsfkuHurHvywH1HqtvbkxtZjsrtxvweCxv2wA7clVIFMB/q/EYpdQF4D+hp6aSeAkZa7v8UaK+UymdU1mTZZFZa6zta6z+01u9hPuTdxbikmdNa78BcQ+ePeXB2QGt9TmudCPwG1M7m4YZRSpUBTNhODX6Oaa0vYf7ihmaY12uj6z+zpbVO1Fq/YxkgdwZ8AVs5QpCV3kAlyzb5D+aSsKcMTXTXCsy17Ok/sB0jYwlSbcwfmGzBJ5jLAdOfL7AZGAj8oZQqYuVM6WV4Dy0nGhYHzqdfhvnokdFlHAC3gPQfLPMDNzGvy60t6/I+oADQwqrpMpddZrTW/2itv8B8tKCmZV9ppN+AVpYj4u7JJVNKqQ6AD9AWmKqU8jAuYorkOvfqmEtldmKecU+ub09tIjCUB3hs+CB4kP9zugM/aq1Laq1Laa2TO9sPgUNa6+KW+0tinnnoYmDWZFllfix5J2aZWa0BXDQwZ6aU+So4jpg74T2An1LK37K4JbaxU0vDku9LYLa2328jm4/5cPI/lqMzNksp5ZF8cqdSqg3msgibWy+SWba3pzGfGF5Ka10K6IztHKX7DhirtT6S7v6PgeGW+tvkOtyBwFRrhsuK1joU84fMlzJZ9ivmnGuUUr5WjpbaesBDKdUPwDLpMw2Yiznf88r8rYfJky4fAVMMSZqK1joauJZ8VFYplR/z0dCDmE+iLZFqXX4dG1iXs8m8VSn1ZKrzj8pjnmQJNySohSXvJszb33xIKUOaBrxu2R6XAx8YlTGVbZiPtIRazhEIxTxh0hDz7HsKrfVJzPvpDtYOKXLuQR649waWpbvvV8wn42R2vy0cHsoq81zgd2W+XNZhzKUFs7ENKbXBmGuAn7N0DibMZTLrlVJHMB9a/trAnKklZz4GrMN8CDb11StaKaUup/ppaEzMNNLXuE9OtWwx5tpaWz4pNVkAsF+ZL1k5FHjW4Dz38hhwRWt9JdV9m4EqSqnCBmVKYTlRfWYm9x/E/P7+rpQ6DZwGBlhOaLYV0zAfoctAa/0l5iu6rDCqptnyQb4r8LRS6gzm9zAOeF9rfQ14Bvjacn7PduA7rfXvRmTNRD/gQ0u/vAFz//YIsEFrfSdVu+VAp+QTLQ2WIbPlPLRnMde4H8R8gnhfy/7FaPOBmtztd0dgvgJR8kTEaMznoJQ3IFtqRzBvZzvT3RdhOak6vQlAMWsEE/+Ost9JRiGEEDlh+aBXH2irtY6/V3shhBC2SQbuQgghhBBC2IEHuVRGCCGEEEKIB4YM3IUQQgghhLADMnAXQgghhBDCDsjAXQghhBBCCDsgA3chhPgPlFJdlVLa8j0GKKWKKKWWZNG2lOWyriil6iilZlkzqxBCCPsmV5URQoj/QCm1CCgMrNdaj86mnRPm6yOv1FpXs1I8IYQQDxCZcRdCiH9JKeUFNMb8DaC9LPelnlV/Xim1WCn1O+Yv+kr92OZKqZWW30crpb5TSm1SSp1TSr2Vqt0zSqndli/e+sryDZ5CCCEeQjJwF0KIf68LsEZrfRoIVUrVzqRNQ8zfKNzyHs9VCWgL1ANGKaWclVKVgZ5AY611Lcxf9973foUXQghhX2TgLoQQ/15v7n7l+QLL7fT+0lqH5uC5Vmmt71i+hjwECARaAY8Ceyxf+d4KKPOfUwshhLBLTkYHEEIIe6SUKgC0BKoppTTgCGjg83RNY3L4lHdS/W7C3D8r4Aet9fD/GFcIIcQDQGbchRDi3+kO/Ki1Lqm1LqW1Lg6cx3wC6v2yHuiulAoAUErlV0qVvI/PL4QQwo7IwF0IIf6d3sCydPf9Crx/v15Aa30c+BD4Uyl1GPgL8xVshBBCPITkcpBCCCGEEELYAZlxF0IIIYQQwg7IwF0IIYQQQgg7IAN3IYQQQggh7IAM3IUQQgghhLADMnAXQgghhBDCDsjAXQghhBBCCDsgA3chhBBCCCHswP8BZQYQPelGhpoAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the width and height of the figure\n",
    "plt.figure(figsize=(14,7))\n",
    "\n",
    "# Add title\n",
    "plt.title(\"Average Arrival Delay for Each Airline, by Month\")\n",
    "\n",
    "# Heatmap showing average arrival delay for each airline by month\n",
    "sns.heatmap(data=flight_data, annot=True, cmap=\"YlGnBu\",)\n",
    "#sns.heatmap(data=flight_data, annot=True)\n",
    "\n",
    "# Add label for horizontal axis\n",
    "plt.xlabel(\"Airline\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.12 ('base')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "ad2bdc8ecc057115af97d19610ffacc2b4e99fae6737bb82f5d7fb13d2f2c186"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
